Knowledge Distillation

Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond CVPR 2025 Evidential Knowledge Distillation ICCV 2025 EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025 Expanding the Category of Classifiers with LLM Supervision IJCAI 2025 Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025 Exploring the Potential of Large Language Models for Heterophilic Graphs NAACL 2025 Exploring Vacant Classes in Label-Skewed Federated Learning AAAI 2025 Extended Abstract: Probing-Guided Parameter-Efficient Fine-Tuning for Balancing Linguistic Adaptation and Safety in LLM-based Social Influence Systems ACL 2025 Extracting General-use Transformers for Low-resource Languages via Knowledge Distillation COLING 2025 Factual Dialogue Summarization via Learning from Large Language Models COLING 2025 FADA: Fast Diffusion Avatar Synthesis with Mixed-Supervised Multi-CFG Distillation CVPR 2025 Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning CVPR 2025 FedCoT: Federated Chain-of-Thought Distillation for Large Language Models EMNLP 2025 FedCPD:Personalized Federated Learning with Prototype-Enhanced Representation and Memory Distillation IJCAI 2025 Fed-DFA: Federated Distillation for Heterogeneous Model Fusion Through the Adversarial Lens AAAI 2025 Federated Residual Low-Rank Adaptation of Large Language Models ICLR 2025 FedEx-LoRA: Exact Aggregation for Federated and Efficient Fine-Tuning of Large Language Models ACL 2025 FedMKT: Federated Mutual Knowledge Transfer for Large and Small Language Models COLING 2025 Filter-then-Generate: Large Language Models with Structure-Text Adapter for Knowledge Graph Completion COLING 2025 Fine-Tuned Thoughts: Leveraging Chain-of-Thought Reasoning for Industrial Asset Health Monitoring EMNLP 2025 FLAME: Frozen Large Language Models Enable Data-Efficient Language-Image Pre-training CVPR 2025 FlexCAD: Unified and Versatile Controllable CAD Generation with Fine-tuned Large Language Models ICLR 2025 Flipping Knowledge Distillation: Leveraging Small Models’ Expertise to Enhance LLMs in Text Matching ACL 2025 FM2DS: Few-Shot Multimodal Multihop Data Synthesis with Knowledge Distillation for Question Answering EMNLP 2025 FMD: Comprehensive Data Compression in Medical Domain via Fused Matching Distillation WACV 2025