Model Compression

Toolscaler: Scalable Generative Tool Calling via Structure-Aware Semantic Tokenization EMNLP 2025 Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment AAAI 2025 Toward Efficient Data-Free Unlearning AAAI 2025 Towards Adversarially Robust Dataset Distillation by Curvature Regularization AAAI 2025 Towards compact and efficient Slovak summarization models ACL 2025 Towards Efficient Low-Order Hybrid Optimizer for Language Model Fine-Tuning AAAI 2025 Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025 Towards Secure and Usable 3D Assets: A Novel Framework for Automatic Visible Watermarking WACV 2025 Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings ACL 2025 Towards the Law of Capacity Gap in Distilling Language Models ACL 2025 Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025 Train It and Forget It: Merge Lists are Unnecessary for BPE Inference in Language Models EMNLP 2025 Transformed Low-rank Adaptation via Tensor Decomposition and Its Applications to Text-to-image Models ICCV 2025 Transformer-Squared: Self-adaptive LLMs ICLR 2025 Treasures in Discarded Weights for LLM Quantization AAAI 2025 TreeKV: Smooth Key-Value Cache Compression with Tree Structures IJCAI 2025 Tree-of-Evolution: Tree-Structured Instruction Evolution for Code Generation in Large Language Models ACL 2025 TR-PTS: Task-Relevant Parameter and Token Selection for Efficient Tuning ICCV 2025 Understanding and Improving Information Preservation in Prompt Compression for LLMs EMNLP 2025 Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models ACL 2025 UNLEARN Efficient Removal of Knowledge in Large Language Models NAACL 2025 Unlocking the Effectiveness of LoRA-FP for Seamless Transfer Implantation of Fingerprints in Downstream Models EMNLP 2025 Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging ACL 2025 Value Residual Learning ACL 2025 Variable Layerwise Quantization: A Simple and Effective Approach to Quantize LLMs ACL 2025