Transfer Learning

StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models EMNLP 2025 STEP: Staged Parameter-Efficient Pre-training for Large Language Models NAACL 2025 STraj: Self-training for Bridging the Cross-Geography Gap in Trajectory Prediction AAAI 2025 STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy Learning ICLR 2025 STREAQ: Selective Tiered Routing for Effective and Affordable Contact Center Quality Assurance EMNLP 2025 Strong Empowered and Aligned Weak Mastered Annotation for Weak-to-Strong Generalization AAAI 2025 Strong Model Collapse ICLR 2025 Structure-aware Domain Knowledge Injection for Large Language Models ACL 2025 Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency EMNLP 2025 Subtask-Aware Visual Reward Learning from Segmented Demonstrations ICLR 2025 Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025 SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment ACL 2025 Suit the Node Pair to the Case: A Multi-Scale Node Pair Grouping Strategy for Graph-MLP Distillation IJCAI 2025 Supervised Learning with Evolving Tasks and Performance Guarantees JMLR 2025 SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity CVPR 2025 SWAM: Adaptive Sliding Window and Memory-Augmented Attention Model for Rumor Detection EMNLP 2025 Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation AAAI 2025 Switch-a-View: View Selection Learned from Unlabeled In-the-wild Videos ICCV 2025 SynDARin: Synthesising Datasets for Automated Reasoning in Low-Resource Languages COLING 2025 Synergistic Weak-Strong Collaboration by Aligning Preferences ACL 2025 Synergy and Diversity in CLIP: Enhancing Performance Through Adaptive Backbone Ensembling ICLR 2025 SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation ICML 2025 SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling ACL 2025 Syntactic Blind Spots: How Misalignment Leads to LLMs’ Mathematical Errors EMNLP 2025 Synthesizing Near-Boundary OOD Samples for Out-of-Distribution Detection ICCV 2025