knowledge retention

M+: Extending MemoryLLM with Scalable Long-Term Memory ICML 2025 Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025 Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation ICLR 2025 ReLearn: Unlearning via Learning for Large Language Models ACL 2025 SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment EMNLP 2025 Spurious Forgetting in Continual Learning of Language Models ICLR 2025 TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining ACL 2025 Weights-Rotated Preference Optimization for Large Language Models EMNLP 2025 YNU at SemEval-2025 Task 4: Synthetic Token Alternative Training for LLM Unlearning SemEval 2025 BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024 Can We Continually Edit Language Models? On the Knowledge Attenuation in Sequential Model Editing ACL 2024 Continual Multimodal Knowledge Graph Construction IJCAI 2024 DART: Dual-Modal Adaptive Online Prompting and Knowledge Retention for Test-Time Adaptation AAAI 2024 Fine-tuning Reinforcement Learning Models is Secretly a Forgetting Mitigation Problem ICML 2024 Influential Exemplar Replay for Incremental Learning in Recommender Systems AAAI 2024 Leveraging Large Language Models for Learning Complex Legal Concepts through Storytelling ACL 2024 LoRAMoE: Alleviating World Knowledge Forgetting in Large Language Models via MoE-Style Plugin ACL 2024 M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024 Model Sensitivity Aware Continual Learning NeurIPS 2024 Online Adaptation of Language Models with a Memory of Amortized Contexts NeurIPS 2024 Overcoming Generic Knowledge Loss with Selective Parameter Update CVPR 2024 Remember This Event That Year? Assessing Temporal Information and Understanding in Large Language Models EMNLP 2024 Revisiting Catastrophic Forgetting in Large Language Model Tuning EMNLP 2024 SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models EMNLP 2024 Semantic Segmentation in Multiple Adverse Weather Conditions with Domain Knowledge Retention AAAI 2024