Model Compression

CLMTracing: Black-box User-level Watermarking for Code Language Model Tracing EMNLP 2025 Cluster Based Heterogeneous Federated Foundation Model Adaptation and Fine-Tuning AAAI 2025 CoA: Towards Real Image Dehazing via Compression-and-Adaptation CVPR 2025 CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis AAAI 2025 CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation EMNLP 2025 Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models EMNLP 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 Condensing Action Segmentation Datasets via Generative Network Inversion CVPR 2025 ConsNoTrainLoRA: Data-driven Weight Initialization of Low-rank Adapters using Constraints ICCV 2025 Controllable Memorization in LLMs via Weight Pruning EMNLP 2025 Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models ACL 2025 Corrupted but Not Broken: Understanding and Mitigating the Negative Impacts of Corrupted Data in Visual Instruction Tuning EMNLP 2025 CoT-Valve: Length-Compressible Chain-of-Thought Tuning ACL 2025 COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection EMNLP 2025 Coupling the Generator with Teacher for Effective Data-Free Knowledge Distillation ICCV 2025 Croppable Knowledge Graph Embedding ACL 2025 CSPLADE: Learned Sparse Retrieval with Causal Language Models IJCNLP 2025 CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor EMNLP 2025 Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation CVPR 2025 DadmaTools V2: an Adapter-Based Natural Language Processing Toolkit for the Persian Language COLING 2025 DaMoC: Efficiently Selecting the Optimal Large Language Model for Fine-tuning Domain Tasks Based on Data and Model Compression EMNLP 2025 DART: Distilling Autoregressive Reasoning to Silent Thought EMNLP 2025 Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales CVPR 2025 Data Generation for Hardware-Friendly Post-Training Quantization WACV 2025 Data Laundering: Artificially Boosting Benchmark Results through Knowledge Distillation ACL 2025