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Continual Learning

118 papers

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Papers

Continual-learning for Modelling Low-Resource Languages from Large Language Models EACL 2026
Building a Turkish Large Language Model via Continual Pre-Training and Parameter-Efficient Adaptation EACL 2026
Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation AAAI 2026
OnEDIT: Online Editing with Decoupled Implicit Task for Large Language Models AAAI 2026
Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL 2026
OASIS: Online Sample Selection for Continual Instruction Tuning ACL 2026
SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning ACL 2026
Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026
Ted-Tok: Maintaining an Evolving Vocabulary for Lifelong Learning ACL 2026
Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation ACL 2026
MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control ACL 2026
FOREVER: Forgetting Curve-Inspired Memory Replay for Language Model Continual Learning ACL 2026
MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction ACL 2026
PASs-MoE: Mitigating Misaligned Co-drift among Router and Experts via Pathway Activation Subspaces for Continual Learning ACL 2026
CL2GEC: A Multi-Discipline Benchmark for Continual Learning in Chinese Literature Grammatical Error Correction ACL 2026
If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs ACL 2026
Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams ACL 2026
DarwinTOD: LLM-Driven Lifelong Self-evolution for Task-oriented Dialog Systems ACL 2026
Evolutionary Strategies at Scale lead to Catastrophic Forgetting ACL 2026
Bridging Lifelong and Multi-Task Representation Learning: An Algorithm and a Complexity Measure ALT 2026
Optimal L2 Regularization in High-dimensional Continual Linear Regression ALT 2026
FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025
ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking AAAI 2025
Filling Memory Gaps: Enhancing Continual Semantic Parsing via SQL Syntax Variance-Guided LLMs Without Real Data Replay AAAI 2025
Velocitune: A Velocity-based Dynamic Domain Reweighting Method for Continual Pre-training ACL 2025