Knowledge Distillation

UNDIAL: Self-Distillation with Adjusted Logits for Robust Unlearning in Large Language Models NAACL 2025 UniCon: Unidirectional Information Flow for Effective Control of Large-Scale Diffusion Models ICLR 2025 UniCoTT: A Unified Framework for Structural Chain-of-Thought Distillation ICLR 2025 UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation ICLR 2025 UniGraspTransformer: Simplified Policy Distillation for Scalable Dexterous Robotic Grasping CVPR 2025 UniSpeaker: A Unified Approach for Multimodality-driven Speaker Generation EMNLP 2025 Unlearning Backdoor Attacks for LLMs with Weak-to-Strong Knowledge Distillation ACL 2025 Unleashing the Power of Task-Specific Directions in Parameter Efficient Fine-tuning ICLR 2025 Unleashing Vecset Diffusion Model for Fast Shape Generation ICCV 2025 Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models EMNLP 2025 Unlocking the Potential of Reverse Distillation for Anomaly Detection AAAI 2025 Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning ACL 2025 VA-MoE: Variables-Adaptive Mixture of Experts for Incremental Weather Forecasting ICCV 2025 VERITAS: Leveraging Vision Priors and Expert Fusion to Improve Multimodal Data EMNLP 2025 Vicomtech@WMT 2025: Evolutionary Model Compression for Machine Translation EMNLP 2025 VideoGuide: Improving Video Diffusion Models without Training Through a Teacher's Guide CVPR 2025 VideoMage: Multi-Subject and Motion Customization of Text-to-Video Diffusion Models CVPR 2025 V.I.P. : Iterative Online Preference Distillation for Efficient Video Diffusion Models ICCV 2025 ViT-Linearizer: Distilling Quadratic Knowledge into Linear-Time Vision Models ICCV 2025 VIT-Pro: Visual Instruction Tuning for Product Images NAACL 2025 VL2Lite: Task-Specific Knowledge Distillation from Large Vision-Language Models to Lightweight Networks CVPR 2025 VLMs-Guided Representation Distillation for Efficient Vision-Based Reinforcement Learning CVPR 2025 VLsI: Verbalized Layers-to-Interactions from Large to Small Vision Language Models CVPR 2025 VRM: Knowledge Distillation via Virtual Relation Matching ICCV 2025 Warm Up Before You Train: Unlocking General Reasoning in Resource-Constrained Settings EMNLP 2025