Knowledge Distillation

TokAlign: Efficient Vocabulary Adaptation via Token Alignment ACL 2025 Tool Calling for Arabic LLMs: Data Strategies and Instruction Tuning EMNLP 2025 ToVE: Efficient Vision-Language Learning via Knowledge Transfer from Vision Experts ICLR 2025 Toward Efficient Data-Free Unlearning AAAI 2025 Towards Efficient CoT Distillation: Self-Guided Rationale Selector for Better Performance with Fewer Rationales EMNLP 2025 Towards Faithful Multi-step Reasoning through Fine-Grained Causal-aware Attribution Reasoning Distillation COLING 2025 Towards Fast, Specialized Machine Learning Force Fields: Distilling Foundation Models via Energy Hessians ICLR 2025 Towards General-Domain Word Sense Disambiguation: Distilling Large Language Model into Compact Disambiguator EMNLP 2025 Towards More Efficient Post-training via Fourier Domain Adapter Framework EMNLP 2025 Towards RAW Object Detection in Diverse Conditions CVPR 2025 Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory CVPR 2025 Towards the Law of Capacity Gap in Distilling Language Models ACL 2025 Towards Universal Dataset Distillation via Task-Driven Diffusion CVPR 2025 Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models EMNLP 2025 TreeRAG: Unleashing the Power of Hierarchical Storage for Enhanced Knowledge Retrieval in Long Documents ACL 2025 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning CVPR 2025 TRKT: Weakly Supervised Dynamic Scene Graph Generation with Temporal-enhanced Relation-aware Knowledge Transferring ICCV 2025 Tuning Timestep-Distilled Diffusion Model Using Pairwise Sample Optimization ICLR 2025 Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis ICCV 2025 Turning Conversations into Workflows: A Framework to Extract and Evaluate Dialog Workflows for Service AI Agents ACL 2025 TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers’ Guidance EMNLP 2025 uDistil-Whisper: Label-Free Data Filtering for Knowledge Distillation in Low-Data Regimes NAACL 2025 UIPro: Unleashing Superior Interaction Capability For GUI Agents ICCV 2025 U-Know-DiffPAN: An Uncertainty-aware Knowledge Distillation Diffusion Framework with Details Enhancement for PAN-Sharpening CVPR 2025 UltraIF: Advancing Instruction Following from the Wild EMNLP 2025