Conference on Lifelong Learning Agents (CoLLAs)
Unlocking Lifelong Robot Learning With Modularity - Jorge Mendez Mendez - CoLLAs 2025
39:42
Conference on Lifelong Learning Agents (CoLLAs)
Toward Continually Growing EAIs via Selective and Purposeful Experience - Jaehong Yoon - CoLLAs 2025
32:42
Conference on Lifelong Learning Agents (CoLLAs)
Adapting to the Unknown: Lifelong Learning Novelty Discovery and Beyond - Tyler Hayes - CoLLAs 2025
29:56
Conference on Lifelong Learning Agents (CoLLAs)
Navigating the Affordance Landscape for Continual Agent Adaptation - Khimya Khetarpal - CoLLAs 2025
30:23
Conference on Lifelong Learning Agents (CoLLAs)
Reinitializing Weights vs Units for Maintaining Plasticity in Neural Networks - CoLLAs 2025
18:02
Conference on Lifelong Learning Agents (CoLLAs)
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self Supervised ... - CoLLAs 2025
19:12
Conference on Lifelong Learning Agents (CoLLAs)
Manifold Metric: A Loss Landscape Approach for Predicting Model Performance - CoLLAs 2025
25:15
Conference on Lifelong Learning Agents (CoLLAs)
Data dependent and Oracle Bounds on Forgetting in Continual Learning - CoLLAs 2025
24:09
Conference on Lifelong Learning Agents (CoLLAs)
CLA: Latent Alignment for Online Continual Self Supervised Learning - CoLLAs 2025
17:24
Conference on Lifelong Learning Agents (CoLLAs)
BOWL: A Deceptively Simple Open world Learner - CoLLAs 2025
21:19
Conference on Lifelong Learning Agents (CoLLAs)
Beyond Cosine Decay - CoLLAs 2025
23:08
Conference on Lifelong Learning Agents (CoLLAs)
Mathematics of Continual Learning - Liangzu Peng René Vidal - CoLLAs 2025
2:01:26
Conference on Lifelong Learning Agents (CoLLAs)
Constrained Rational Activations for Reinforcement Learning - CoLLAs 2025
19:06
Conference on Lifelong Learning Agents (CoLLAs)
Adapt On the Go: Behavior Modulation for Single Life Robot Deployment - CoLLAs 2025
16:54
Conference on Lifelong Learning Agents (CoLLAs)
Inf. Theoretic Measures for Multi Expert FM Adaptation - Yang Li, Shao Lun Huang - CoLLAs 2025
1:00:35
Conference on Lifelong Learning Agents (CoLLAs)
Resolving the Sensorimotor Dilemma - George Konidaris - CoLLAs 2025
1:01:28
Conference on Lifelong Learning Agents (CoLLAs)
Continual Federated Learning - Qiang Yang - CoLLAs 2025
1:05:18
Conference on Lifelong Learning Agents (CoLLAs)
What Happens After We Solve Continual Learning - Stephanie Chan - CoLLAs 2025
58:03
Conference on Lifelong Learning Agents (CoLLAs)
Non Stationarity Online Learning and Loss of Plasticity - Andras Gyorgy - CoLLAs 2025
58:01
Conference on Lifelong Learning Agents (CoLLAs)
Leveraging Traces for Continual Reinforcement Learning - Martha White - CoLLAs 2025
58:29
Conference on Lifelong Learning Agents (CoLLAs)
Computational Building Blocks for Complex Cognition - Cristina Savin - CoLLAs 2025
59:50
Conference on Lifelong Learning Agents (CoLLAs)
Beyond Catastrophic Forgetting - Vineeth Balasubramanian - CoLLAs 2025
1:01:41
Conference on Lifelong Learning Agents (CoLLAs)
Theoretical Advances in Continual Learning - CoLLAs 2024 - PART 2
1:03:32
Conference on Lifelong Learning Agents (CoLLAs)
Theoretical Advances in Continual Learning - CoLLAs 2024 - PART 1
41:19
Conference on Lifelong Learning Agents (CoLLAs)
A Deep Dive into In-Context Learning - CoLLAs 2024 - PART 1
59:45
Conference on Lifelong Learning Agents (CoLLAs)
A Deep Dive into In-Context Learning - CoLLAs 2024 - PART 2
1:04:40
Conference on Lifelong Learning Agents (CoLLAs)
Data Heterogeneity Analysis for Out-of-Distribution Generalization - CoLLAs 2024 - PART 1
46:29
Conference on Lifelong Learning Agents (CoLLAs)
Data Heterogeneity Analysis for Out-of-Distribution Generalization - CoLLAs 2024 - PART 2
52:48
Conference on Lifelong Learning Agents (CoLLAs)
Towards a general blueprint for continual reinforcement learning - Doina Precup - CoLLAs 2024
58:04
Conference on Lifelong Learning Agents (CoLLAs)
How to make machines that adapt quickly - Emtiyaz Khan - CoLLAs 2024
1:02:26
Conference on Lifelong Learning Agents (CoLLAs)
Are we making progress in machine unlearning? - Eleni Triantafillou - CoLLAs 2024
1:14:11
Conference on Lifelong Learning Agents (CoLLAs)
Reinforcement Learning at the Hyperscale - Jakob Foerster - CoLLAs 2024
1:02:33
Conference on Lifelong Learning Agents (CoLLAs)
Lifelong visual representation learning - Diane Larlus - CoLLAs 2024
1:08:30
Conference on Lifelong Learning Agents (CoLLAs)
Continual learning in natural and artificial intelligence - Jay McClelland - CoLLAs 2024
1:11:43
Conference on Lifelong Learning Agents (CoLLAs)
The Framework Of Cognidynamics For Lifelong Learning - Marco Gori - CoLLAs 2024
1:08:48
Conference on Lifelong Learning Agents (CoLLAs)
Continual Learning Beyond Catastrophic Forgetting in Class-Incremental Scenarios - PART II
1:08:21
Conference on Lifelong Learning Agents (CoLLAs)
Continual Learning Beyond Catastrophic Forgetting in Class-Incremental Scenarios - PART I
49:26
Conference on Lifelong Learning Agents (CoLLAs)
Exploring the Landscape of Learned Optimization
2:30:56
Conference on Lifelong Learning Agents (CoLLAs)
Why do neural networks lose plasticity? - Clare Lyle - CoLLAs 2023
1:01:29
Conference on Lifelong Learning Agents (CoLLAs)
Continual Learning as Computationally Constrained Reinforcement Learning - Ben Van Roy - CoLLAs 2023
1:07:26
Conference on Lifelong Learning Agents (CoLLAs)
Continual learning in the presence of Large pretrained models - Rahaf Aljundi - CoLLAs 2023
57:30
Conference on Lifelong Learning Agents (CoLLAs)
Continual Learning at Scale - Irina Rish -CoLLAs 2023
1:03:56
Conference on Lifelong Learning Agents (CoLLAs)
Unifying Continual Learning, OOD Detection and Open World Learning - Bing Liu - CoLLAs 2023
55:46
Conference on Lifelong Learning Agents (CoLLAs)
Using Meta-Gradient Descent for Predictive Feature Discovery in a Single Stream of Experience.
12:42
Conference on Lifelong Learning Agents (CoLLAs)
Meta-Gradients in Non-Stationary Environments - CoLLAs 2022
18:08
Conference on Lifelong Learning Agents (CoLLAs)
A Dataset Perspective on Offline Reinforcement Learning - CoLLAs 2022
12:43
Conference on Lifelong Learning Agents (CoLLAs)
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents.
12:46
Conference on Lifelong Learning Agents (CoLLAs)
Neural Distillation as a State Representation Bottleneck in Reinforcement Learning - CoLLAs 2022
14:16
Conference on Lifelong Learning Agents (CoLLAs)
Inherent Limitations of Multi-Task Fair Representations - CoLLAs 2022
20:20
Conference on Lifelong Learning Agents (CoLLAs)
Continual Learning with Foundation Models: An Empirical Study of Latent Replay - CoLLAs 2022
11:52
Conference on Lifelong Learning Agents (CoLLAs)
Predictive learning enables neural networks to learn complex working memory tasks - CoLLAs 2022
9:50
Conference on Lifelong Learning Agents (CoLLAs)
Test Sample Accuracy Scales with Training Sample Density in Neural Networks - CoLLAs 2022
17:19
Conference on Lifelong Learning Agents (CoLLAs)
Energy-Based Models for Continual Learning - CoLLAs 2022
12:58
Conference on Lifelong Learning Agents (CoLLAs)
Few-Shot Learning by Dimensionality Reduction in Gradient Space - CoLLAs 2022
15:12
Conference on Lifelong Learning Agents (CoLLAs)
How Does the Task Landscape Affect MAML Performance? - CoLLAs 2022
14:34
Conference on Lifelong Learning Agents (CoLLAs)
Practical tradeoffs between memory, compute, and performance in learned optimizers - CoLLAs 2022
13:24
Conference on Lifelong Learning Agents (CoLLAs)
Disentanglement and Generalization Under Correlation Shifts - CoLLAs 2022
12:48
Conference on Lifelong Learning Agents (CoLLAs)
Panel Discussion on 'Scaling on Deep Learning' - CoLLAs 2022
59:30
Conference on Lifelong Learning Agents (CoLLAs)
A Brief History of Inductive Transfer - Rich Caruana - CoLLAs 2022
1:19:18
Conference on Lifelong Learning Agents (CoLLAs)
Exploring the Limits of Large Scale Pre-training - Hanie Sedghi - CoLLAs 2022
1:02:13
Conference on Lifelong Learning Agents (CoLLAs)
Continuous Self-supervision and Curiosity - Abhinav Gupta - CoLLAs 2022
1:03:05
Conference on Lifelong Learning Agents (CoLLAs)
Modular & Causal Knowledge Representation for Lifelong Learning - Yoshua Bengio - CoLLAs 2022
1:05:53
Conference on Lifelong Learning Agents (CoLLAs)
Perspectives on knowledge acquisition & mobilization with neural net - Hugo Larochelle - CoLLAs 2022
1:03:10
Conference on Lifelong Learning Agents (CoLLAs)
Reconsidering Continual Learning Setups - Tinne Tuytelaars - CoLLAs 2022
56:10
Conference on Lifelong Learning Agents (CoLLAs)
Maintaining Plasticity in Deep Continual Learning - Rich Sutton - CoLLAs 2022
1:11:21