Conference on Lifelong Learning Agents (CoLLAs)
Unlocking Lifelong Robot Learning With Modularity - Jorge Mendez Mendez - CoLLAs 2025
Toward Continually Growing EAIs via Selective and Purposeful Experience - Jaehong Yoon - CoLLAs 2025
Adapting to the Unknown: Lifelong Learning Novelty Discovery and Beyond - Tyler Hayes - CoLLAs 2025
Navigating the Affordance Landscape for Continual Agent Adaptation - Khimya Khetarpal - CoLLAs 2025
Reinitializing Weights vs Units for Maintaining Plasticity in Neural Networks - CoLLAs 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self Supervised ... - CoLLAs 2025
Manifold Metric: A Loss Landscape Approach for Predicting Model Performance - CoLLAs 2025
Data dependent and Oracle Bounds on Forgetting in Continual Learning - CoLLAs 2025
CLA: Latent Alignment for Online Continual Self Supervised Learning - CoLLAs 2025
BOWL: A Deceptively Simple Open world Learner - CoLLAs 2025
Beyond Cosine Decay - CoLLAs 2025
Mathematics of Continual Learning - Liangzu Peng René Vidal - CoLLAs 2025
Constrained Rational Activations for Reinforcement Learning - CoLLAs 2025
Adapt On the Go: Behavior Modulation for Single Life Robot Deployment - CoLLAs 2025
Resolving the Sensorimotor Dilemma - George Konidaris - CoLLAs 2025
Continual Federated Learning - Qiang Yang - CoLLAs 2025
What Happens After We Solve Continual Learning - Stephanie Chan - CoLLAs 2025
Non Stationarity Online Learning and Loss of Plasticity - Andras Gyorgy - CoLLAs 2025
Leveraging Traces for Continual Reinforcement Learning - Martha White - CoLLAs 2025
Computational Building Blocks for Complex Cognition - Cristina Savin - CoLLAs 2025
Beyond Catastrophic Forgetting - Vineeth Balasubramanian - CoLLAs 2025
Theoretical Advances in Continual Learning - CoLLAs 2024 - PART 2
Theoretical Advances in Continual Learning - CoLLAs 2024 - PART 1
A Deep Dive into In-Context Learning - CoLLAs 2024 - PART 1
A Deep Dive into In-Context Learning - CoLLAs 2024 - PART 2
Data Heterogeneity Analysis for Out-of-Distribution Generalization - CoLLAs 2024 - PART 1
Data Heterogeneity Analysis for Out-of-Distribution Generalization - CoLLAs 2024 - PART 2
Towards a general blueprint for continual reinforcement learning - Doina Precup - CoLLAs 2024
How to make machines that adapt quickly - Emtiyaz Khan - CoLLAs 2024