Stanford CS230 | Autumn 2025 | Lecture 4: Adversarial Robustness and Generative Models

Stanford Online

Stanford CS230 | Autumn 2025 | Lecture 4: Adversarial Robustness and Generative Models

4 months ago - 1:47:17

Why Is AI Model Robustness Crucial For ML Engineers? - AI and Machine Learning Explained

AI and Machine Learning Explained

Why Is AI Model Robustness Crucial For ML Engineers? - AI and Machine Learning Explained

5 months ago - 3:56

ECCV 2020 Tutorial on Adversarial Robustness of Deep Learning Models by Pin-Yu Chen (IBM Research)

TrustworthyAI

ECCV 2020 Tutorial on Adversarial Robustness of Deep Learning Models by Pin-Yu Chen (IBM Research)

5 years ago - 1:22:25

【EP7】Finetuning Vision Models: Improving Robustness and Accuracy

The AI Talks

【EP7】Finetuning Vision Models: Improving Robustness and Accuracy

3 years ago - 40:29

What Is Robust Control? | Robust Control, Part 1

MATLAB

What Is Robust Control? | Robust Control, Part 1

5 years ago - 13:20

How to do MMM stability and robustness checks | Modern Analytics Ep. 5

Recast

How to do MMM stability and robustness checks | Modern Analytics Ep. 5

1 year ago - 5:06

Robustness in Statistics

Simplistics (QuantPsych)

Robustness in Statistics

4 years ago - 12:54

Is your model robust? | Deep Learning

Bits Of Deep Learning

Is your model robust? | Deep Learning

4 years ago - 13:36

#93 Robustness in Biological Systems | Computational Systems Biology

NPTEL-NOC IITM

#93 Robustness in Biological Systems | Computational Systems Biology

6 years ago - 15:17

Evaluating Model Robustness Explained Simply

Microlearning Educational Concepts

Evaluating Model Robustness Explained Simply

6 months ago - 2:21

Robust optimization

Dr. Clausen

Robust optimization

4 years ago - 9:36

How to Detect Attacks on AI ML Models: Adversarial Robustness Toolbox

Hands-on AI

How to Detect Attacks on AI ML Models: Adversarial Robustness Toolbox

1 year ago - 14:24

Understanding Model Robustness: A Guide for English Learners

Word Wisdom

Understanding Model Robustness: A Guide for English Learners

2 years ago - 2:45

Statistics Made Easy 5.7: Robust and Clustered Standard Errors

Statistics Made Easy

Statistics Made Easy 5.7: Robust and Clustered Standard Errors

1 year ago - 9:37

Robustness and Strategic Concerns in Machine Learning - Yu Cheng

Institute for Advanced Study

Robustness and Strategic Concerns in Machine Learning - Yu Cheng

6 years ago - 15:09

Adversarial Robustness

Center for AI Safety

Adversarial Robustness

3 years ago - 30:55

Recent Progress in Adversarial Robustness of AI Models: Attacks, Defenses, and Certification

IBM Research

Recent Progress in Adversarial Robustness of AI Models: Attacks, Defenses, and Certification

6 years ago - 59:43

Robust Regression with Huber Weighting

Maths Resource

Robust Regression with Huber Weighting

10 years ago - 8:23

Computer Vision Meetup: Simple & Scalable Approach to Improve Vision Model Robustness to Corruptions

Voxel51

Computer Vision Meetup: Simple & Scalable Approach to Improve Vision Model Robustness to Corruptions

1 year ago - 16:15

On Robustness and Generative Modeling

USC Information Sciences Institute

On Robustness and Generative Modeling

1 year ago - 1:03:46

A Real-World Implementation of Active Inference - Physical Model Robustness Test

Burak Ergül

A Real-World Implementation of Active Inference - Physical Model Robustness Test

5 years ago - 0:20

H Infinity and Mu Synthesis | Robust Control, Part 5

MATLAB

H Infinity and Mu Synthesis | Robust Control, Part 5

5 years ago - 13:57

Unmasking Adversarial Attacks: Improving Model Robustness

InfoLab Research Laboratory

Unmasking Adversarial Attacks: Improving Model Robustness

1 year ago - 3:09

Deci AI Model Robustness for Improved Performance Over Time

Arize AI

Deci AI Model Robustness for Improved Performance Over Time

2 years ago - 16:37

Holistic Adversarial Robustness, Pin Yu Chen

Lorentz Center Robust AI Workshop

Holistic Adversarial Robustness, Pin Yu Chen

5 years ago - 27:50

Why is robustness important in ai models

Only Human by Akshyae Singh

Why is robustness important in ai models

5 months ago - 1:21

【EP11】Improving Robustness to Distribution Shifts: Methods and Benchmarks

The AI Talks

【EP11】Improving Robustness to Distribution Shifts: Methods and Benchmarks

3 years ago - 31:31

Validate Model Robustness #softwaretesting #machinelearning

Software Testing by Daniel Knott

Validate Model Robustness #softwaretesting #machinelearning

1 year ago - 0:11

ML Robustness & Engineering - Andrew Ilyas (MIT)

Machine Learning Street Talk

ML Robustness & Engineering - Andrew Ilyas (MIT)

1 year ago - 1:28:01

Augmentation Strategies to Enhance Model Robustness #ai #artificialintelligence #machinelearning

NextGen AI Explorer

Augmentation Strategies to Enhance Model Robustness #ai #artificialintelligence #machinelearning

9 months ago - 0:49

Auxiliary Training: Towards Accurate and Robust Models

ComputerVisionFoundation Videos

Auxiliary Training: Towards Accurate and Robust Models

5 years ago - 0:56

Robust Optimization

Wolfram

Robust Optimization

5 years ago - 25:03

24. Robustness to Dataset Shift

MIT OpenCourseWare

24. Robustness to Dataset Shift

4 years ago - 1:15:16

How Do Ensemble Methods Enhance Model Robustness?

AI and Machine Learning Explained

How Do Ensemble Methods Enhance Model Robustness?

2 weeks ago - 3:14

Consistency & robustness in #generativeai models are crucial for software stability and performance

The TWIML AI Podcast with Sam Charrington

Consistency & robustness in #generativeai models are crucial for software stability and performance

2 years ago - 0:17

Robust Regression Model in R

Regorz Statistik

Robust Regression Model in R

4 years ago - 7:42

Explaining model robustness (METACOG-25)

Neuro Symbolic

Explaining model robustness (METACOG-25)

4 months ago - 15:02

Towards Evaluating the Robustness of Neural Networks

Marcel Bühler

Towards Evaluating the Robustness of Neural Networks

7 years ago - 25:50

Johannes Wiebe: ROmodel: Modeling robust optimization problems in Pyomo

CogImperial

Johannes Wiebe: ROmodel: Modeling robust optimization problems in Pyomo

4 years ago - 18:58

Pin-Yu Chen: AI Model Inspector: Towards Holistic Adversarial Robustness for Deep Learning

C3 Digital Transformation Institute

Pin-Yu Chen: AI Model Inspector: Towards Holistic Adversarial Robustness for Deep Learning

3 years ago - 1:01:31

Doubly Robust Estimation DEMYSTIFIED in 3 Minutes

In Case of Econ Struggles

Doubly Robust Estimation DEMYSTIFIED in 3 Minutes

2 years ago - 2:56

Adversarial Robustness Toolbox  How to attack and defend your machine learning models

PYCON UK

Adversarial Robustness Toolbox How to attack and defend your machine learning models

6 years ago - 23:45

Contrastive Learning Improves Model Robustness Under Label Noise

Learning with Limited and Imperfect Data

Contrastive Learning Improves Model Robustness Under Label Noise

4 years ago - 15:56

The Remarkable Robustness of LLMs: Stages of Inference?

Arxiv Papers

The Remarkable Robustness of LLMs: Stages of Inference?

1 year ago - 15:41

Worst-Case Robustness in Machine Learning

Simons Institute for the Theory of Computing

Worst-Case Robustness in Machine Learning

Streamed 4 years ago - 1:00:40

[ICML'21] SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation

Cornell Zhang Research Group

[ICML'21] SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation

4 years ago - 5:01

Adversarial Training and Robustness for Multiple Perturbations

Florian Tramèr

Adversarial Training and Robustness for Multiple Perturbations

6 years ago - 3:01

Model Robustness Checks in PLS-SEM I Unobserved Heterogeneity I Non-Linear Effects I Endogeneity

Fuller Lives

Model Robustness Checks in PLS-SEM I Unobserved Heterogeneity I Non-Linear Effects I Endogeneity

1 year ago - 3:18:28

Conformer-1: a new large scale/robust speech recognition model

AssemblyAI

Conformer-1: a new large scale/robust speech recognition model

2 years ago - 5:05

Margherita Harris (LSE): “Model Robustness: Schupbach’s Explanatory Account of Robustness...”

LSE Philosophy

Margherita Harris (LSE): “Model Robustness: Schupbach’s Explanatory Account of Robustness...”

3 years ago - 45:46

6.5 - Doubly Robust Methods, Matching, Double Machine Learning, and Causal Trees

Brady Neal - Causal Inference

6.5 - Doubly Robust Methods, Matching, Double Machine Learning, and Causal Trees

5 years ago - 7:35

KDD 2025 - Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

Association for Computing Machinery (ACM)

KDD 2025 - Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

11 months ago - 1:46

Automated Bias, Robustness, and Data Quality Testing for NLP Model"

John Snow Labs – Healthcare AI Company

Automated Bias, Robustness, and Data Quality Testing for NLP Model"

3 years ago - 21:08

Aditi Raghunathan - Tradeoffs between Robustness and Accuracy

One world theoretical machine learning

Aditi Raghunathan - Tradeoffs between Robustness and Accuracy

5 years ago - 57:04

Model-based Robust Deep Learning - Alexander Robey

Workshop on Equivariance and Data Augmentation

Model-based Robust Deep Learning - Alexander Robey

5 years ago - 26:03

Deep Robust Reinforcement Learning and Regularization

Simons Institute for the Theory of Computing

Deep Robust Reinforcement Learning and Regularization

Streamed 5 years ago - 30:45

29 Guo Wanyao - Improving Model Robustness with Adversarial Regularization for Image Classification

NTU College of Computing and Data Science (CCDS)

29 Guo Wanyao - Improving Model Robustness with Adversarial Regularization for Image Classification

3 years ago - 6:04

Enhancing the Robustness of Speech Foundation Models Thru Adaptation on Large-Scale Diverse Speech

DOST-Advanced Science and Technology Institute

Enhancing the Robustness of Speech Foundation Models Thru Adaptation on Large-Scale Diverse Speech

1 year ago - 15:17

Dimitris Bertsimas - Robust Optimization with Information Theory Inspired Uncertainty Sets and...

Robust Optimization Webinar

Dimitris Bertsimas - Robust Optimization with Information Theory Inspired Uncertainty Sets and...

2 years ago - 52:08

Data Augmentation to Improve Model Robustness #ai #artificialintelligence #machinelearning #aiagent

NextGen AI Explorer

Data Augmentation to Improve Model Robustness #ai #artificialintelligence #machinelearning #aiagent

4 months ago - 0:50

Adversarial #Robustness in #AI: Protecting Models from #AdversarialAttacks #MachineLearning

Subham Subhash Dalmia

Adversarial #Robustness in #AI: Protecting Models from #AdversarialAttacks #MachineLearning

1 year ago - 1:43

Mark Cannon - Adaptive Model Predictive Control: Robustness, Performance Enhancement & Param. Estim.

Digital Futures: Research Hub for Digitalization

Mark Cannon - Adaptive Model Predictive Control: Robustness, Performance Enhancement & Param. Estim.

4 years ago - 55:11

Webinar: Numerical Models for the Robustness Assessment of Reinforced Concrete Structures with DIANA

DIANA FEA

Webinar: Numerical Models for the Robustness Assessment of Reinforced Concrete Structures with DIANA

7 years ago - 44:37

[POPL 2021] Verifying Observational Robustness Against a C11-style Memory Model (full)

ACM SIGPLAN

[POPL 2021] Verifying Observational Robustness Against a C11-style Memory Model (full)

4 years ago - 23:20

IBM AI Talks #4: Adversarial Robustness 360 Toolbox For ML

AICamp

IBM AI Talks #4: Adversarial Robustness 360 Toolbox For ML

5 years ago - 54:11

Boundary thickness and robustness in learning models (Yaoqing Yang)

Utah DataScience

Boundary thickness and robustness in learning models (Yaoqing Yang)

4 years ago - 1:01:23

BayLearn 2020: Robustness Analysis of Deep Learning via Implicit Models

Bay Learn

BayLearn 2020: Robustness Analysis of Deep Learning via Implicit Models

4 years ago - 5:30

How do we improve the accuracy and robustness of our ML model for our AIoT application?

ASN BV — Real-Time Edge Intelligence

How do we improve the accuracy and robustness of our ML model for our AIoT application?

1 year ago - 1:59

Robustness and Verification Techniques with AI model for Autonomous Vehicles (Galli, Spoke 3)

fondazione-fair

Robustness and Verification Techniques with AI model for Autonomous Vehicles (Galli, Spoke 3)

1 year ago - 4:38

Semi-Random Models and Robustness in Unsupervised Learning

Simons Institute for the Theory of Computing

Semi-Random Models and Robustness in Unsupervised Learning

Streamed 7 years ago - 44:51

RobOT: Robustness-Oriented Testing for Deep Learning Systems

ICSE2021 Conference

RobOT: Robustness-Oriented Testing for Deep Learning Systems

4 years ago - 19:51

40. The Min Switch Model & Robustness

PhysicsOfLifeLMU

40. The Min Switch Model & Robustness

1 month ago - 25:43

Bo Li (UIUC) - Trustworthy ML: Robustness, Privacy, Generalization, and their Interconnections

Cyber Security & Resilience Seminar Series (CySe3)

Bo Li (UIUC) - Trustworthy ML: Robustness, Privacy, Generalization, and their Interconnections

3 years ago - 1:03:27

TALON model robustness beta test

FalconsAI

TALON model robustness beta test

4 months ago - 1:03:39

Model error compensator (New robust control) 🏫Add robustness for existing system🎓

制御工学チャンネル [制御工学の専門チャンネル]

Model error compensator (New robust control) 🏫Add robustness for existing system🎓

5 years ago - 11:36

LIBERO-Plus: Robustness Tests for VLA Models

AI Research Roundup

LIBERO-Plus: Robustness Tests for VLA Models

4 months ago - 4:48

Constraint Based Data Collection for Evaluating Model Robustness

WeCNLP

Constraint Based Data Collection for Evaluating Model Robustness

4 years ago - 3:00

Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness

Mayuresh Shilotri

Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness

2 months ago - 5:32

Robustness Metrics for ML Models based on Deep Learning Methods

Data Science Milan

Robustness Metrics for ML Models based on Deep Learning Methods

Streamed 3 years ago - 1:03:04

HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness

ComputerVisionFoundation Videos

HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness

1 year ago - 4:47

Certification of Model Robustness in Active Class Selection

Mirko

Certification of Model Robustness in Active Class Selection

4 years ago - 6:58

Time-To-Inconsistency A Survival Analysis of Large Language Model Robustness to Adversarial Attacks

Mayuresh Shilotri

Time-To-Inconsistency A Survival Analysis of Large Language Model Robustness to Adversarial Attacks

3 weeks ago - 6:36

CTM | AI Model Robustness and Generalization Testing | Advait A. Sowale

trendig technology services GmbH

CTM | AI Model Robustness and Generalization Testing | Advait A. Sowale

1 year ago - 1:02:27

[shp0804] Improving Model Robustness against Adversarial Examples with Redundant Fully Connected Lay

ACM SIGWEB

[shp0804] Improving Model Robustness against Adversarial Examples with Redundant Fully Connected Lay

1 year ago - 2:27

USENIX Security '22 - Transferring Adversarial Robustness Through Robust Representation Matching

USENIX

USENIX Security '22 - Transferring Adversarial Robustness Through Robust Representation Matching

3 years ago - 13:56

Exploring Pillars of Trustworthy AI: Robustness and Fairness - Niharika Shrivastava

The Linux Foundation

Exploring Pillars of Trustworthy AI: Robustness and Fairness - Niharika Shrivastava

1 year ago - 42:15

Assessing Model Integrity and Robustness | Exclusive Lesson

YouAccel

Assessing Model Integrity and Robustness | Exclusive Lesson

3 months ago - 7:04

Defending Models from Adversarial Attacks | FAANG ML Interview Prep #shorts

Papers in 100 Lines of Code

Defending Models from Adversarial Attacks | FAANG ML Interview Prep #shorts

5 months ago - 0:10

Episode 42 — Establish Model Validation: Performance, Robustness, and Generalization Testing (Dom...

Bare Metal Cyber

Episode 42 — Establish Model Validation: Performance, Robustness, and Generalization Testing (Dom...

2 days ago - 12:54

Beyond Benchmarks Why Robustness Drives Real World AI Safety

TensorCraft

Beyond Benchmarks Why Robustness Drives Real World AI Safety

3 months ago - 0:45

Webinar: Robust control strategies for musculoskeletal models using deep reinforcement learning

OpenSimVideos

Webinar: Robust control strategies for musculoskeletal models using deep reinforcement learning

7 years ago - 58:12

The Robustness Paradox: Why Large Language Models Fail at Simple Logic

SciPulse

The Robustness Paradox: Why Large Language Models Fail at Simple Logic

11 days ago - 5:47

Ensuring Robustness in GenAI Model Outputs | Exclusive Lesson

YouAccel

Ensuring Robustness in GenAI Model Outputs | Exclusive Lesson

1 year ago - 7:31

Certifiable Outlier-Robust Geometric Perception: Robots that See through the Clutter with Confidence

Paul G. Allen School

Certifiable Outlier-Robust Geometric Perception: Robots that See through the Clutter with Confidence

4 years ago - 1:00:09

Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets

Vatsal Gupta

Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets

10 months ago - 14:11

ADIA Lab Symposium 2024: Najwa Aaraj - Adversarial AI - Ensuring Robustness and Security

ADIA Lab

ADIA Lab Symposium 2024: Najwa Aaraj - Adversarial AI - Ensuring Robustness and Security

1 year ago - 32:57

EMNLP 2024: Revisiting Query Variation Robustness of Transformer Models

webis

EMNLP 2024: Revisiting Query Variation Robustness of Transformer Models

1 year ago - 9:48

Robustness to Change in Machine Learning Models

IIT Bombay Official Channel

Robustness to Change in Machine Learning Models

Automatic Speech Recognition Model ...

Streamed 4 years ago - 1:15:19

AI Language Models: Robustness, Efficiency & Reasoning Breakthroughs | Sept 28, 2025

AI Frontiers

AI Language Models: Robustness, Efficiency & Reasoning Breakthroughs | Sept 28, 2025

4 months ago - 13:14

Part 3: Adversarially Robust ML Solutions (Tutorial on Security and Robustness of ML)

Junaid Qadir

Part 3: Adversarially Robust ML Solutions (Tutorial on Security and Robustness of ML)

5 years ago - 46:27

Add robustness for existing control systems. Video "Model Error Compensator" at IFAC World Congress

Control Theory (Control Engineering Lab.)

Add robustness for existing control systems. Video "Model Error Compensator" at IFAC World Congress

2 years ago - 14:30

Towards Model Robustness, Generating Contextual Counterfactuals for Relation Extraction

ting zhang

Towards Model Robustness, Generating Contextual Counterfactuals for Relation Extraction

2 years ago - 2:58

FAccT 2022: Adversarial Robustness of Deployed ML Models

Fiddler AI

FAccT 2022: Adversarial Robustness of Deployed ML Models

3 years ago - 3:42

Episode 84 — Test robustness and respond when models behave unpredictably (Task 20)

Bare Metal Cyber

Episode 84 — Test robustness and respond when models behave unpredictably (Task 20)

4 days ago - 14:56

Maturation of Determining the Limits of AI Robustness (MDLAR)

Software Engineering Institute | Carnegie Mellon University

Maturation of Determining the Limits of AI Robustness (MDLAR)

3 years ago - 3:17

Robustness of on-Device Models: Adversarial Attack to Deep Learning Models on Android Apps

ICSE2021 Conference

Robustness of on-Device Models: Adversarial Attack to Deep Learning Models on Android Apps

4 years ago - 17:16

Robustness and generalization performance of Deep Learning Models on Cyber-Physical Systems

Industrial AI Podcast

Robustness and generalization performance of Deep Learning Models on Cyber-Physical Systems

2 years ago - 43:28

Robustness/Interpretability in Vision & Language Models - Arjun Akula | Stanford MLSys #63

Stanford MLSys Seminars

Robustness/Interpretability in Vision & Language Models - Arjun Akula | Stanford MLSys #63

Streamed 3 years ago - 55:22

Benchmarking the Robustness of Semantic Segmentation Models

ComputerVisionFoundation Videos

Benchmarking the Robustness of Semantic Segmentation Models

5 years ago - 1:01

GT - Model Robustness Isn't Security

BSidesLV

GT - Model Robustness Isn't Security

3 years ago - 54:57

Behavioral cues and adversarial robustness in Phishing Email Detection

Tursunai Turumbekova

Behavioral cues and adversarial robustness in Phishing Email Detection

9 months ago - 7:09

STYLER: Style Factor Modeling with Rapidity and Robustness via Speech Decomposition for Expressi...

INTERSPEECH2021

STYLER: Style Factor Modeling with Rapidity and Robustness via Speech Decomposition for Expressi...

4 years ago - 3:06

Robustness Guarantees For Structured Model Reduction

Ayush Pandey

Robustness Guarantees For Structured Model Reduction

4 years ago - 12:54

Adversarial Attacks: How to Train AI to Fight Back

THE PREMINENT

Adversarial Attacks: How to Train AI to Fight Back

6 months ago - 1:25

Robustness Issues in Counterfactual Explanations for Deep Learning Models

I-X

Robustness Issues in Counterfactual Explanations for Deep Learning Models

1 year ago - 53:13

"Model Error Compensator for adding robustness for existing systems" in IFAC World Congress 2023

制御工学チャンネル [制御工学の専門チャンネル]

"Model Error Compensator for adding robustness for existing systems" in IFAC World Congress 2023

2 years ago - 14:30

Robust statistics applied to EEG data #2: increasing robustness

EEGLAB and EEG Neurotech

Robust statistics applied to EEG data #2: increasing robustness

5 years ago - 6:52

[CVPR2024] On the Robustness of Large Multimodal Models Against Image Adversarial Attacks

Xuanming

[CVPR2024] On the Robustness of Large Multimodal Models Against Image Adversarial Attacks

1 year ago - 6:06

Robustness Showdown: Adversarial Training vs Data Augmentation in Medical Imaging

NextGen Play

Robustness Showdown: Adversarial Training vs Data Augmentation in Medical Imaging

4 months ago - 0:46

Reinforce Data, Multiply Impact: Improved Model Accuracy and Robustness with Dataset Reinforcement

ComputerVisionFoundation Videos

Reinforce Data, Multiply Impact: Improved Model Accuracy and Robustness with Dataset Reinforcement

1 year ago - 4:55

Luca Laurenti: Adversarial Robustness of Bayesian Deep Learning Models

Centre for Meaningful Human Control

Luca Laurenti: Adversarial Robustness of Bayesian Deep Learning Models

4 years ago - 58:53

Nick Mancuso | Efficient count-based models improve power and robustness for ... | CGSI 2025

Computational Genomics Summer Institute CGSI

Nick Mancuso | Efficient count-based models improve power and robustness for ... | CGSI 2025

6 months ago - 27:58

[ICIP2020] Robustness and Overfitting Behavior of Implicit Background Models

OLIVES at GATECH

[ICIP2020] Robustness and Overfitting Behavior of Implicit Background Models

5 years ago - 12:36

CVPR 2023 Improving Zero Shot Generalization and Robustness of Multi modal Models

Yunhao Ge

CVPR 2023 Improving Zero Shot Generalization and Robustness of Multi modal Models

2 years ago - 6:28

Did You Know: Unveiling Mixup's Power in AI Robustness

Hossam Magdy Balaha

Did You Know: Unveiling Mixup's Power in AI Robustness

6 months ago - 1:46

Benchmarking Robustness of Foundation Models for Remote Sensing

DataFest Yerevan

Benchmarking Robustness of Foundation Models for Remote Sensing

1 year ago - 18:54

🧠💔 AI's Deep Learning Limits #ML #Neural #Trust #Fairness #Robustness #Accessibility #Confidence P2

TEKTHRILL

🧠💔 AI's Deep Learning Limits #ML #Neural #Trust #Fairness #Robustness #Accessibility #Confidence P2

1 year ago - 0:42

Robustness of Graph Neural Networks

IEEE Signal Processing Society

Robustness of Graph Neural Networks

Streamed 3 years ago - 56:25

Evaluating Robustness Improvements #ai #artificialintelligence #machinelearning #aiagent Evaluating

NextGen AI Explorer

Evaluating Robustness Improvements #ai #artificialintelligence #machinelearning #aiagent Evaluating

4 months ago - 0:37

tinyML EMEA 2022 Dima Lvov: Sound Classification Model Robustness using Augmentation and...

EDGE AI FOUNDATION

tinyML EMEA 2022 Dima Lvov: Sound Classification Model Robustness using Augmentation and...

3 years ago - 15:08

Evaluating the Robustness of SHAP in Judicial Models

Non-Trivial

Evaluating the Robustness of SHAP in Judicial Models

3 weeks ago - 5:48

Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning

ComputerVisionFoundation Videos

Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning

5 years ago - 0:55

Impact of adversarial attacks on machine learning models and developing robust defenses #AI#shorts

AI ManForce

Impact of adversarial attacks on machine learning models and developing robust defenses #AI#shorts

2 years ago - 0:58

Exploring Model Learning Heterogeneity for Boosting Ensemble Robustness

Yanzhao Wu

Exploring Model Learning Heterogeneity for Boosting Ensemble Robustness

2 years ago - 14:55

Mixture Models, Robustness, and Sum of Squares Proofs

Simons Institute for the Theory of Computing

Mixture Models, Robustness, and Sum of Squares Proofs

Streamed 7 years ago - 43:33

[ACC 2022] Robust Model Predictive Control with Data-Driven Koopman Operators

Mitsubishi Electric Research Laboratories (MERL)

[ACC 2022] Robust Model Predictive Control with Data-Driven Koopman Operators

3 years ago - 4:16

Assessing NLP Model Robustness with Applications in Financial Institutions with Wells Fargo

Ai4

Assessing NLP Model Robustness with Applications in Financial Institutions with Wells Fargo

4 years ago - 25:14

What is robustness? How to do robustness in R

Simplistics (QuantPsych)

What is robustness? How to do robustness in R

7 years ago - 38:30

On Isometry Robustness of Deep 3D Point Cloud Models Under Adversarial Attacks

ComputerVisionFoundation Videos

On Isometry Robustness of Deep 3D Point Cloud Models Under Adversarial Attacks

5 years ago - 1:02

Improving Adversarial Robustness for Recommendation Model via Cross-Domain Distributional AT

Manaswi

Improving Adversarial Robustness for Recommendation Model via Cross-Domain Distributional AT

1 year ago - 18:35

COMMSEC   Model Robustness Will Hurt Data Privacy   Jiqiang Gao and Mengyun Tang

All Hacking Cons

COMMSEC Model Robustness Will Hurt Data Privacy Jiqiang Gao and Mengyun Tang

3 years ago - 29:04

Robustness leads close to the edge of chaos in coupled map networks: toward the under... | RTCL.TV

STEM RTCL TV

Robustness leads close to the edge of chaos in coupled map networks: toward the under... | RTCL.TV

2 years ago - 0:41

Sujay Sanghavi (UT Austin) -- Towards Model Agnostic Robustness

FODSI

Sujay Sanghavi (UT Austin) -- Towards Model Agnostic Robustness

6 years ago - 57:30

[QA] Trading inference-time compute for adversarial robustness.

Arxiv Papers

[QA] Trading inference-time compute for adversarial robustness.

1 year ago - 7:38

Robustness Checks #SmartPLS4 - Endogeneity using Gaussian Copula in #SmartPLS4?

Research With Fawad

Robustness Checks #SmartPLS4 - Endogeneity using Gaussian Copula in #SmartPLS4?

2 years ago - 6:14

Model error compensator (MEC is A Nice Robust Control)

制御工学チャンネル [制御工学の専門チャンネル]

Model error compensator (MEC is A Nice Robust Control)

5 years ago - 6:04

Robustness checks for your marketing mix model | Recast Office Hours #4

Recast

Robustness checks for your marketing mix model | Recast Office Hours #4

1 year ago - 29:31

ASE'22 Toward Improving the Robustness of Deep Learning Models via Model Transformation

Jiajun Jiang

ASE'22 Toward Improving the Robustness of Deep Learning Models via Model Transformation

3 years ago - 14:40

Enhancing Visual Robustness with Synthetic Data Techniques! 🚀📊

Serverwala Cloud Data Centers Pvt Ltd

Enhancing Visual Robustness with Synthetic Data Techniques! 🚀📊

9 months ago - 0:36

ML Model Risk Management:Explainability/Robustness in Production – Agus Sudjianto, EVP, Wells Fargo

BuzzRobot

ML Model Risk Management:Explainability/Robustness in Production – Agus Sudjianto, EVP, Wells Fargo

5 years ago - 1:04:00

Mastering Data Analysis: Lift, KPI, Robustness, Model Fitting & DOE Explained.

WiFi Learning

Mastering Data Analysis: Lift, KPI, Robustness, Model Fitting & DOE Explained.

1 year ago - 0:09

Linear Regression and Robustness | Full course | Improving the Model Fit

Machine Learning Center

Linear Regression and Robustness | Full course | Improving the Model Fit

3 years ago - 8:36

#HITB2021AMS COMMSEC D1 - Model Robustness Will Hurt Data Privacy? - Jiqiang Gao and Mengyun Tang

Hack In The Box Security Conference

#HITB2021AMS COMMSEC D1 - Model Robustness Will Hurt Data Privacy? - Jiqiang Gao and Mengyun Tang

4 years ago - 29:04

ARMOR - Adversarial Resistance and Model Optimization for Robustness

armor-project

ARMOR - Adversarial Resistance and Model Optimization for Robustness

11 months ago - 2:01

Steps Toward Robust Artificial Intelligence: Thomas G Dietterich, Oregon State University

The Alan Turing Institute

Steps Toward Robust Artificial Intelligence: Thomas G Dietterich, Oregon State University

7 years ago - 1:01:25

WACV’24 Tutorial on Robustness at Inference: Explainability, Uncertainty, and Intervenability

OLIVES at GATECH

WACV’24 Tutorial on Robustness at Inference: Explainability, Uncertainty, and Intervenability

1 year ago - 3:15:32

Check for Bias and Fairness #softwaretesting #machinelearning

Software Testing by Daniel Knott

Check for Bias and Fairness #softwaretesting #machinelearning

1 year ago - 0:11

[CVPRW 2025] Outlier-Robust Multi-Model Fitting on Quantum Annealers

Vlad Golyanik (4DQV)

[CVPRW 2025] Outlier-Robust Multi-Model Fitting on Quantum Annealers

10 months ago - 7:26

Robustness in modeling stock market data with Jess Stauth

Estimize

Robustness in modeling stock market data with Jess Stauth

7 years ago - 30:24

ARC: A Tool to Rate AI Models for Robustness Through a Causal Lens for Trustworthy Model Selection

Kausik L

ARC: A Tool to Rate AI Models for Robustness Through a Causal Lens for Trustworthy Model Selection

2 weeks ago - 4:14

#52: Scikit-learn 49:Supervised Learning 27:  Robustness regression

learndataa

#52: Scikit-learn 49:Supervised Learning 27: Robustness regression

4 years ago - 25:56

IEEE RAL 2023 - Model Predictive Robustness of Signal Temporal Logic Predicates

TUM Cyber-Physical Systems

IEEE RAL 2023 - Model Predictive Robustness of Signal Temporal Logic Predicates

2 years ago - 2:19

What It Thinks Is Important Is Important: Robustness Transfers Through Input Gradients

ComputerVisionFoundation Videos

What It Thinks Is Important Is Important: Robustness Transfers Through Input Gradients

5 years ago - 5:00

In-Model Merging for Enhancing the Robustness of Medical Imaging Classification Models (BMVC2025)

Bill Wang

In-Model Merging for Enhancing the Robustness of Medical Imaging Classification Models (BMVC2025)

3 months ago - 3:01

Frauke Liers - (Data-driven) distributional robustness over time: How to 'learn' relevant uncertai..

Robust Optimization Webinar

Frauke Liers - (Data-driven) distributional robustness over time: How to 'learn' relevant uncertai..

2 years ago - 44:19

Adversarial Robustness in Neural Networks | A Comprehensive Guide (2024)

Amna Rao

Adversarial Robustness in Neural Networks | A Comprehensive Guide (2024)

1 year ago - 15:53

Multi-Objective AutoML: Towards Accurate and Robust models

AutoML Seminars

Multi-Objective AutoML: Towards Accurate and Robust models

4 months ago - 47:10

On the Robustness of Dataset Inference, TMLR 2023

Secure Systems

On the Robustness of Dataset Inference, TMLR 2023

2 years ago - 10:22

Madeline Chantry Schiappa - A Study On Robustness And Semantic Understanding Of Visual Models

UCF CRCV

Madeline Chantry Schiappa - A Study On Robustness And Semantic Understanding Of Visual Models

2 years ago - 38:46

Adaptive Computing Class 09 - Fragility, Robustness & Antifragility - Prof. Carlos Gershenson

Centro de Ciencias de la Complejidad

Adaptive Computing Class 09 - Fragility, Robustness & Antifragility - Prof. Carlos Gershenson

Streamed 3 years ago - 1:17:15

Session 1C: Hardened Extension of the Adversarial Robustness Toolbox: Evaluating & Hardening AI...

IDA

Session 1C: Hardened Extension of the Adversarial Robustness Toolbox: Evaluating & Hardening AI...

9 months ago - 30:10

Robust Physical-World Attacks on Machine Learning Models - Bo Li

GeekPwn Keen

Robust Physical-World Attacks on Machine Learning Models - Bo Li

8 years ago - 20:52

Robust Regression

Statistics and Data Science

Robust Regression

Application Exercise + Fit a robust regression model to the gala data from the faraway package, predicting Species using Area,

5 years ago - 10:48

NDSS 2022 AutoSec - WIP: On Robustness of Lane Detection Models to Physical-World Adversarial Att...

NDSS Symposium

NDSS 2022 AutoSec - WIP: On Robustness of Lane Detection Models to Physical-World Adversarial Att...

3 years ago - 6:12

Ways in Which a Model can be Good: Robustness Generality Fruitfulness & the Advantage of Inaccuracy

Christopher Hanusa

Ways in Which a Model can be Good: Robustness Generality Fruitfulness & the Advantage of Inaccuracy

4 years ago - 12:22

Model error compensator (New robust control) Proposed structure add robustness for existing system

Control Theory (Control Engineering Lab.)

Model error compensator (New robust control) Proposed structure add robustness for existing system

4 years ago - 11:36

Robustness Evaluation of Stacked Generative Adversarial Networks using Metamorphic Testing

ICSE 2021 Workshops

Robustness Evaluation of Stacked Generative Adversarial Networks using Metamorphic Testing

4 years ago - 22:27

Presentation B9-P1: Exploration of the Robustness and Generalizability of the Additive Factors Model

Society for Learning Analytics Research

Presentation B9-P1: Exploration of the Robustness and Generalizability of the Additive Factors Model

2 years ago - 19:47

Clarify: Improving Model Robustness With Natural Language Corrections

ACM SIGCHI

Clarify: Improving Model Robustness With Natural Language Corrections

1 year ago - 0:21

Towards Model Agnostic Robustness

Communications and Signal Processing Seminar Series

Towards Model Agnostic Robustness

4 years ago - 1:21:11

How to Program the Many Cores For Inconsistency Robustness

Stanford

How to Program the Many Cores For Inconsistency Robustness

14 years ago - 1:13:03

Estimate model robustness and model influence Use mrobust With STATA 18

Timbul Widodo

Estimate model robustness and model influence Use mrobust With STATA 18

1 year ago - 10:04

What is AI Safety & Robustness?

Data Science Made Easy

What is AI Safety & Robustness?

2 months ago - 1:03

Model error compensator (MEC): add robustness for existing systems

Control Theory (Control Engineering Lab.)

Model error compensator (MEC): add robustness for existing systems

1 month ago - 0:54

Adversarial Robustness of Deep Learning-Based AMC | ICAIIC IEEE Conference

SJJB

Adversarial Robustness of Deep Learning-Based AMC | ICAIIC IEEE Conference

3 days ago - 10:35

Formalizing and Automating STPA with Robustness

Software Engineering Institute | Carnegie Mellon University

Formalizing and Automating STPA with Robustness

1 month ago - 19:07

[CVPR2024] One Prompt Word is Enough to Boost Adversarial Robustness for Vision-Language Models

Lin Li

[CVPR2024] One Prompt Word is Enough to Boost Adversarial Robustness for Vision-Language Models

1 year ago - 8:15

Evaluating the Robustness of ML Models

Opik by Comet

Evaluating the Robustness of ML Models

Streamed 2 years ago - 30:13

Lorentz Center Robust AI Workshop

Lorentz Center Robust AI Workshop

Lorentz Center Robust AI Workshop As industry moves towards more inclusion of Artificial Intelligence (AI) in its products, there is ...

@lorentzcenterrobustaiworks3058 subscribers

Tractability Assumptions, Holism, and Model Robustness

小小李

Tractability Assumptions, Holism, and Model Robustness

6 years ago - 15:37

Model Compression vs. Robustness of DNNs -- Can We Have Both? (Yanzhi Wang, FSL Workshop)

Nathan Fulton

Model Compression vs. Robustness of DNNs -- Can We Have Both? (Yanzhi Wang, FSL Workshop)

6 years ago - 27:27

ECCV2024—ProTIP: Probabilistic Robustness Verification on Text-to-Image Diffusion Models

Yi Zhang

ECCV2024—ProTIP: Probabilistic Robustness Verification on Text-to-Image Diffusion Models

1 year ago - 5:43