Stanford CS230 | Autumn 2025 | Lecture 4: Adversarial Robustness and Generative Models
C3 Digital Transformation Institute
Pin-Yu Chen: AI Model Inspector: Towards Holistic Adversarial Robustness for Deep Learning
The TWIML AI Podcast with Sam Charrington
Consistency & robustness in #generativeai models are crucial for software stability and performance
![[WACV2026] WiSE-OD: Benchmarking Robustness in Infrared Object Detection](/vi/wgLQ8Z_GJsQ/mqdefault.jpg)
Augmentation Strategies to Enhance Model Robustness #ai #artificialintelligence #machinelearning
Data Augmentation to Improve Model Robustness #ai #artificialintelligence #machinelearning #aiagent
![[ICML'21] SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation](/vi/2nWOuhdaeVk/mqdefault.jpg)
[ICML'21] SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation
John Snow Labs – Healthcare AI Company
Automated Bias, Robustness, and Data Quality Testing for NLP Model"
NTU College of Computing and Data Science (CCDS)
29 Guo Wanyao - Improving Model Robustness with Adversarial Regularization for Image Classification
DOST-Advanced Science and Technology Institute
Enhancing the Robustness of Speech Foundation Models Thru Adaptation on Large-Scale Diverse Speech
Webinar: Numerical Models for the Robustness Assessment of Reinforced Concrete Structures with DIANA
6.5 - Doubly Robust Methods, Matching, Double Machine Learning, and Causal Trees
![[POPL 2021] Verifying Observational Robustness Against a C11-style Memory Model (full)](/vi/LpZ3A3W5QGs/mqdefault.jpg)
Digital Futures: Research Hub for Digitalization
Mark Cannon - Adaptive Model Predictive Control: Robustness, Performance Enhancement & Param. Estim.
Model Robustness Checks in PLS-SEM I Unobserved Heterogeneity I Non-Linear Effects I Endogeneity
One world theoretical machine learning
Aditi Raghunathan - Tradeoffs between Robustness and Accuracy
ASN BV — Real-Time Edge Intelligence
How do we improve the accuracy and robustness of our ML model for our AIoT application?
Association for Computing Machinery (ACM)
KDD 2025 - Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?
Simons Institute for the Theory of Computing
Semi-Random Models and Robustness in Unsupervised Learning
Model error compensator (New robust control) 🏫Add robustness for existing system🎓
ComputerVisionFoundation Videos
HybridAugment++: Unified Frequency Spectra Perturbations for Model Robustness
Ensuring Robustness and Reliability #ai #artificialintelligence #machinelearning #aiagent Ensuring
Time-To-Inconsistency A Survival Analysis of Large Language Model Robustness to Adversarial Attacks
Learning with Limited and Imperfect Data
Contrastive Learning Improves Model Robustness Under Label Noise
Episode 84 — Test robustness and respond when models behave unpredictably (Task 20)
![[shp0804] Improving Model Robustness against Adversarial Examples with Redundant Fully Connected Lay](/vi/8I628mphcPs/mqdefault.jpg)
[shp0804] Improving Model Robustness against Adversarial Examples with Redundant Fully Connected Lay
USENIX Security '22 - Transferring Adversarial Robustness Through Robust Representation Matching
Episode 42 — Establish Model Validation: Performance, Robustness, and Generalization Testing (Dom...
Adversarial #Robustness in #AI: Protecting Models from #AdversarialAttacks #MachineLearning
Model Robustness Checks in PLS-SEM I Unobserved Heterogeneity I Non-Linear Effects I Endogeneity
One world theoretical machine learning
Aditi Raghunathan - Tradeoffs between Robustness and Accuracy
Defending Models from Adversarial Attacks | FAANG ML Interview Prep #shorts
Webinar: Robust control strategies for musculoskeletal models using deep reinforcement learning
Cyber Security & Resilience Seminar Series (CySe3)
Bo Li (UIUC) - Trustworthy ML: Robustness, Privacy, Generalization, and their Interconnections
Robustness to Change in Machine Learning Models
Automatic Speech Recognition Model ...
Digital Futures: Research Hub for Digitalization
Mark Cannon - Adaptive Model Predictive Control: Robustness, Performance Enhancement & Param. Estim.
Certifiable Outlier-Robust Geometric Perception: Robots that See through the Clutter with Confidence
![[Short Paper] Whisper: Robust ASR via Massive Weak Supervision](/vi/g4moiRxOoH8/mqdefault.jpg)
Software Engineering Institute | Carnegie Mellon University
Maturation of Determining the Limits of AI Robustness (MDLAR)
Robustness of on-Device Models: Adversarial Attack to Deep Learning Models on Android Apps
Robustness/Interpretability in Vision & Language Models - Arjun Akula | Stanford MLSys #63
STYLER: Style Factor Modeling with Rapidity and Robustness via Speech Decomposition for Expressi...
"Model Error Compensator for adding robustness for existing systems" in IFAC World Congress 2023
![[CVPR2024] On the Robustness of Large Multimodal Models Against Image Adversarial Attacks](/vi/U6CLifjXu8k/mqdefault.jpg)
Computational Genomics Summer Institute CGSI
Nick Mancuso | Efficient count-based models improve power and robustness for ... | CGSI 2025
ComputerVisionFoundation Videos
Reinforce Data, Multiply Impact: Improved Model Accuracy and Robustness with Dataset Reinforcement
Centre for Meaningful Human Control
Luca Laurenti: Adversarial Robustness of Bayesian Deep Learning Models
![[ICIP2020] Robustness and Overfitting Behavior of Implicit Background Models](/vi/f5tS0oz_o1U/mqdefault.jpg)
Dimitris Bertsimas - Robust Optimization with Information Theory Inspired Uncertainty Sets and...
🧠💔 AI's Deep Learning Limits #ML #Neural #Trust #Fairness #Robustness #Accessibility #Confidence P2
Margherita Harris (LSE): “Model Robustness: Schupbach’s Explanatory Account of Robustness...”
tinyML EMEA 2022 Dima Lvov: Sound Classification Model Robustness using Augmentation and...
ComputerVisionFoundation Videos
Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning
Impact of adversarial attacks on machine learning models and developing robust defenses #AI#shorts
Session 1C: Hardened Extension of the Adversarial Robustness Toolbox: Evaluating & Hardening AI...
Robustness of on-Device Models: Adversarial Attack to Deep Learning Models on Android Apps
Hack In The Box Security Conference
#HITB2021AMS COMMSEC D1 - Model Robustness Will Hurt Data Privacy? - Jiqiang Gao and Mengyun Tang
WACV’24 Tutorial on Robustness at Inference: Explainability, Uncertainty, and Intervenability
Model Compression vs. Robustness of DNNs -- Can We Have Both? (Yanzhi Wang, FSL Workshop)
International Society for Performance Improvement
The Relevance and Robustness of Gilbert's Behavior Engineering Model in an Emerging Market
Note on Birnbaum and Wan (2020): True and error model analysis is robust with respect... | RTCL.TV
Computational Genomics Summer Institute CGSI
Nick Mancuso | Efficient count-based models improve power and robustness for ... | CGSI 2025
Ways in Which a Model can be Good: Robustness Generality Fruitfulness & the Advantage of Inaccuracy
Steps Toward Robust Artificial Intelligence: Thomas G Dietterich, Oregon State University
Control Theory (Control Engineering Lab.)
Add robustness for existing control systems. Video "Model Error Compensator" at IFAC World Congress
![[CVPRW 2025] Outlier-Robust Multi-Model Fitting on Quantum Annealers](/vi/G1pLGDtI3_g/mqdefault.jpg)
ARC: A Tool to Rate AI Models for Robustness Through a Causal Lens for Trustworthy Model Selection
ComputerVisionFoundation Videos
What It Thinks Is Important Is Important: Robustness Transfers Through Input Gradients
In-Model Merging for Enhancing the Robustness of Medical Imaging Classification Models (BMVC2025)
Frauke Liers - (Data-driven) distributional robustness over time: How to 'learn' relevant uncertai..
Madeline Chantry Schiappa - A Study On Robustness And Semantic Understanding Of Visual Models
Centro de Ciencias de la Complejidad
Adaptive Computing Class 09 - Fragility, Robustness & Antifragility - Prof. Carlos Gershenson
Boosting Model Robustness by Leveraging Data Augmentations, Stability Training,... | Soon Hoe Lim
![[AROW @ ECCV20] Judy Hoffman - Achieving and Understanding Adversarial Robustness](/vi/WWYlIKTUH5Q/mqdefault.jpg)
Seminar Series: Women in Data Science and Maths
Reinforcement Learning meets Federated Learning and Distributional Robustness
IEEE RAL 2023 - Model Predictive Robustness of Signal Temporal Logic Predicates
Session 1C: Hardened Extension of the Adversarial Robustness Toolbox: Evaluating & Hardening AI...
Simons Institute for the Theory of Computing
1Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers
John Snow Labs – Healthcare AI Company
Automated Testing of Bias, Fairness, and Robustness of Generative AI Solutions
![[EfficientML] Nils Walter: The Uncanny Valley: Adversarial Robustness from a Flatness Perspective](/vi/1ClKbsWCrzE/mqdefault.jpg)
[EfficientML] Nils Walter: The Uncanny Valley: Adversarial Robustness from a Flatness Perspective
Better modeling of human vision by incorporating robustness to blur in convolutional neural networks
ComputerVisionFoundation Videos
RobustCLEVR: A Benchmark and Framework for Evaluating Robustness in Object-Centric Learning
Evaluating Robustness of Large Language Models in Enterprise Applications: Bench... (AI Podcast)
NDSS 2022 AutoSec - WIP: On Robustness of Lane Detection Models to Physical-World Adversarial Att...
![[QA] Does More Inference-Time Compute Really Help Robustness?](/vi/9tDYFcown48/mqdefault.jpg)
Machine Learning Robustness, Fairness, and their Convergence (ACM SIGKDD 2021 Tutorial Part.01)
EACL2023 | Impacts of Unanswerable Questions on Robustness of Machine Reading Comprehension Models
Robustness Analysis of Discrete State Based Reinforcement Learning Models in Traffic Signal Control
FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation
Shifts Challenge | Panel Discussion "Frontiers for Uncertainty Estimation and Robustness"
International Society for Performance Improvement
The Relevance and Robustness of Gilbert's Behavior Engineering Model in an Emerging Market
European Trustworthy AI Association
MOODD: a component for analyzing model robustness related to specified ODD conditions
Dimitris Bertsimas - Robust Optimization with Information Theory Inspired Uncertainty Sets and...
Johns Hopkins Whiting School of Engineering
Overparameterized and Adversarially Robust Sparse Models – Jeremias Sulam
Does Fixing Bug Increase Robustness in Deep Learning? - ICSE 2020 Student Research Competition.
Exploring Pillars of Trustworthy AI: Robustness and Fairness - Niharika Shrivastava
