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Continual Learning

1895 directly classified papers

Papers per year

Papers

1-800-SHARED-TASKS at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains COLING 2025
Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification CVPR 2025
MMRC: A Large-Scale Benchmark for Understanding Multimodal Large Language Model in Real-World Conversation ACL 2025
Language Models Resist Alignment: Evidence From Data Compression ACL 2025
Multi-Stage LLM Fine-Tuning with a Continual Learning Setting NAACL 2025
Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025
Amuro & Char: Analyzing the Relationship between Pre-Training and Fine-Tuning of Large Language Models NAACL 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025
Instruction-Grounded Visual Projectors for Continual Learning of Generative Vision-Language Models ICCV 2025
Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025
Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning ICCV 2025
Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory ACL 2025
Continual Learning Using Only Large Language Model Prompting COLING 2025
TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora ACL 2025
How to age BERT Well: Continuous Training for Historical Language Adaptation COLING 2025
KostasThesis2025 at SemEval-2025 Task 10 Subtask 2: A Continual Learning Approach to Propaganda Analysis in Online News ACL 2025
Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training NAACL 2025
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting ACL 2025
CPRM: A LLM-based Continual Pre-training Framework for Relevance Modeling in Commercial Search NAACL 2025
Joint Diffusion Models in Continual Learning ICCV 2025
Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering ICCV 2025
Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels ICCV 2025
GaussianUpdate: Continual 3D Gaussian Splatting Update for Changing Environments ICCV 2025
RainbowPrompt: Diversity-Enhanced Prompt-Evolving for Continual Learning ICCV 2025
Modality-Incremental Learning with Disjoint Relevance Mapping Networks for Image-Based Semantic Segmentation WACV 2025