Knowledge Distillation

RTSM: Knowledge Distillation with Diverse Signals for Efficient Real-Time Semantic Matching in E-Commerce NAACL 2025 RUIE: Retrieval-based Unified Information Extraction using Large Language Model COLING 2025 Run LoRA Run: Faster and Lighter LoRA Implementations ACL 2025 S4M: Boosting Semi-Supervised Instance Segmentation with SAM ICCV 2025 SAFE: Schema-Driven Approximate Distance Join for Efficient Knowledge Graph Querying EMNLP 2025 Safety Alignment via Constrained Knowledge Unlearning ACL 2025 SALE-MLP: Structure Aware Latent Embeddings for GNN to Graph-free MLP Distillation IJCAI 2025 SaRA: High-Efficient Diffusion Model Fine-tuning with Progressive Sparse Low-Rank Adaptation ICLR 2025 Scale-Aware Contrastive Reverse Distillation for Unsupervised Medical Anomaly Detection ICLR 2025 Scale-aware Recognition in Satellite Images under Resource Constraints ICLR 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 Scaling Down Text Encoders of Text-to-Image Diffusion Models CVPR 2025 SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs EMNLP 2025 SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation AAAI 2025 SecV: LLM-based Secure Verilog Generation with Clue-Guided Exploration on Hardware-CWE Knowledge Graph IJCAI 2025 See Further When Clear: Curriculum Consistency Model CVPR 2025 SegmentDreamer: Towards High-fidelity Text-to-3D Synthesis with Segmented Consistency Trajectory Distillation ICCV 2025 Self-Attentive Spatio-Temporal Calibration for Precise Intermediate Layer Matching in ANN-to-SNN Distillation AAAI 2025 Self-Corrected Flow Distillation for Consistent One-Step and Few-Step Image Generation AAAI 2025 Self-Evolution Knowledge Distillation for LLM-based Machine Translation COLING 2025 Self-Generated Critiques Boost Reward Modeling for Language Models NAACL 2025 SelKD: Selective Knowledge Distillation via Optimal Transport Perspective ICLR 2025 Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation CVPR 2025 Semantic Segmentation on Raindrop Degraded Images Using Two-Stage Dual Teacher-Student Learning AAAI 2025 Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025