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Volume 274: Conference on Lifelong Learning Agents, 29-1 August 2024, University of Pisa, Pisa, Italy
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Editors: Vincenzo Lomonaco, Stefano Melacci, Tinne Tuytelaars, Sarath Chandar, Razvan Pascanu
Automatic Pruning of Fine-tuning Datasets for Transformer-based Language Models
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:1-28
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Simplified priors for Object-Centric Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:29-48
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A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:49-69
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Masked Autoencoders are Efficient Continual Federated Learners
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:70-85
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Towards More Diverse Evaluation of Class Incremental Learning: Representation Learning Perspective
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:86-101
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Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:102-120
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Local vs Global continual learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:121-143
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Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:144-160
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Replaying with Realistic Latent Vectors in Generative Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:161-178
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Memory Head for Pre-Trained Backbones in Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:179-197
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Hadamard Domain Training with Integers for Class Incremental Quantized Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:198-220
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Subspace-Configurable Networks
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:221-251
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Adaptive Action Advising with Different Rewards
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:252-267
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Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:268-284
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Learning to learn without forgetting using attention
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:285-300
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Cross-Domain Policy Transfer by Representation Alignment via Multi-Domain Behavioral Cloning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:301-323
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Gradual Fine-Tuning with Graph Routing for Multi-Source Unsupervised Domain Adaptation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:324-341
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On the Limitation and Experience Replay for GNNs in Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:342-366
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PANDAS: Prototype-based Novel Class Discovery and Detection
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:367-387
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Integrating Present and Past in Unsupervised Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:388-409
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Maintaining Plasticity in Continual Learning via Regenerative Regularization
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:410-430
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Continual Learning of Diffusion Models with Generative Distillation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:431-456
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iWISDM: Assessing instruction following in multimodal models at scale
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:457-480
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t-DGR: A Trajectory-Based Deep Generative Replay Method for Continual Learning in Decision Making
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:481-497
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Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:498-513
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Channel-Selective Normalization for Label-Shift Robust Test-Time Adaptation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:514-533
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From Categories to Classifiers: Name-Only Continual Learning by Exploring the Web
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:534-559
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Tomorrow Brings Greater Knowledge: Large Language Models Join Dynamic Temporal Knowledge Graphs
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:560-576
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Consistency Regularisation for Unsupervised Domain Adaptation in Monocular Depth Estimation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:577-596
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Continual Learning for Unsupervised Concept Bottleneck Discovery
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:597-619
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Label Augmentation for Neural Networks Robustness
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:620-640
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Stable Update of Regression Trees
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:641-651
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Towards realistic incremental scenario in class incremental semantic segmentation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:652-671
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POWN: Prototypical Open-World Node Classification
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:672-691
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Compositional Interfaces for Compositional Generalization
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:692-709
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ARCLE: The Abstraction and Reasoning Corpus Learning Environment for Reinforcement Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:710-731
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Enhanced Label Propagation through Affinity Matrix Fusion for Source-Free Domain Adaptation
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:732-749
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Disentangling the Causes of Plasticity Loss in Neural Networks
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:750-783
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Decoupled Prompt-Adapter Tuning for Continual Activity Recognition
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:784-797
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Optimizing the Learning Rate for the Online Training of Neural Networks
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:798-814
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Keep moving: identifying task-relevant subspaces to maximise plasticity for newly learned tasks
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:815-831
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Probabilistic Test-Time Generalization by Variational Neighbor-Labeling
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:832-851
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Less is more: Summarizing Patch Tokens for efficient Multi-Label Class-Incremental Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:852-868
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SymbolicAI: A framework for logic-based approaches combining generative models and solvers
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:869-914
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Chunking: Continual Learning is not just about Distribution Shift
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:915-937
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Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:938-958
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Partial Models for Building Adaptive Model-Based Reinforcement Learning Agents
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:959-977
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The Empirical Impact of Forgetting and Transfer in Continual Visual Odometry
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:978-995
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An Empirical Analysis of Forgetting in Pre-trained Models with Incremental Low-Rank Updates
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:996-1012
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Statistical Context Detection for Deep Lifelong Reinforcement Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:1013-1031
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GRASP: A Rehearsal Policy for Efficient Online Continual Learning
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:1032-1052
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Sub-goal Distillation: A Method to Improve Small Language Agents
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:1053-1075
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Reflecting on the State of Rehearsal-Free Continual Learning with Pretrained Models
Proceedings of The 3rd Conference on Lifelong Learning Agents, PMLR 274:1076-1093
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