knowledge distillation

Bridging the Visual Gap: Fine-Tuning Multimodal Models with Knowledge-Adapted Captions NAACL 2025 Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud COLING 2025 Building Resource-Constrained Language Agents: A Korean Case Study on Chemical Toxicity Information EMNLP 2025 C2KD: Cross-layer and Cross-head Knowledge Distillation for Small Language Model-based Recommendation ACL 2025 Cache-of-Thought: Master-Apprentice Framework for Cost-Effective Vision Language Model Reasoning EMNLP 2025 CAKE: Category Aware Knowledge Extraction for Open-Vocabulary Object Detection AAAI 2025 Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025 Can Large Models Teach Student Models to Solve Mathematical Problems Like Human Beings? A Reasoning Distillation Method via Multi-LoRA Interaction IJCAI 2025 Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? ACL 2025 Can LVLMs Obtain a Driver’s License? A Benchmark Towards Reliable AGI for Autonomous Driving AAAI 2025 Can Students Beyond the Teacher? Distilling Knowledge from Teacher’s Bias AAAI 2025 Can’t Hide Behind the API: Stealing Black-Box Commercial Embedding Models NAACL 2025 Can We Achieve Efficient Diffusion Without Self-Attention? Distilling Self-Attention into Convolutions ICCV 2025 Capture the Key in Reasoning to Enhance CoT Distillation Generalization ACL 2025 Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models ACL 2025 CARMO: Dynamic Criteria Generation for Context Aware Reward Modelling ACL 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 CEMIL: Contextual Attention Based Efficient Weakly Supervised Approach for Histopathology Image Classification WACV 2025 Chain-of-Specificity: Enhancing Task-Specific Constraint Adherence in Large Language Models COLING 2025 Chain-of-Thought Distillation with Fine-Grained Acoustic Cues for Speech Emotion Recognition Interspeech 2025 Chimera: Improving Generalist Model with Domain-Specific Experts ICCV 2025 ChromaDistill : Colorizing Monochrome Radiance Fields with Knowledge Distillation WACV 2025 CIARD: Cyclic Iterative Adversarial Robustness Distillation ICCV 2025 CircuitFusion: Multimodal Circuit Representation Learning for Agile Chip Design ICLR 2025 Classifier-guided CLIP Distillation for Unsupervised Multi-label Classification CVPR 2025