Model Compression

Flexora: Flexible Low-Rank Adaptation for Large Language Models ACL 2025 FLRC: Fine-grained Low-Rank Compressor for Efficient LLM Inference EMNLP 2025 FOLDER: Accelerating Multi-Modal Large Language Models with Enhanced Performance ICCV 2025 FractalLLM: Lossless Self-Speculative Decoding with Layer Embedded Self-Compression EMNLP 2025 Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles AAAI 2025 From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025 From Teacher to Student: Tracking Memorization Through Model Distillation ACL 2025 Fusing Pruned and Backdoored Models: Optimal Transport-based Data-free Backdoor Mitigation AAAI 2025 Gamma-Guard: Lightweight Residual Adapters for Robust Guardrails in Large Language Models EMNLP 2025 GAP: a Global Adaptive Pruning Method for Large Language Models EMNLP 2025 General Compression Framework for Efficient Transformer Object Tracking ICCV 2025 GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices ICCV 2025 Genomics Data Lossless Compression with (S, K)-Mer Encoding and Deep Neural Networks AAAI 2025 GenPTQ: Green Post-Training Quantization for Large-Scale ASR Models with Mixed-Precision Bit Allocation EMNLP 2025 GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs ACL 2025 “Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantization ACL 2025 GliaNet: Adaptive Neural Network Structure Learning with Glia-Driven CVPR 2025 GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference IJCNLP 2025 Gradient Weight-normalized Low-rank Projection for Efficient LLM Training AAAI 2025 GradOT: Training-free Gradient-preserving Offsite-tuning for Large Language Models ACL 2025 GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction EMNLP 2025 GRASP: Replace Redundant Layers with Adaptive Singular Parameters for Efficient Model Compression EMNLP 2025 Grouped Speculative Decoding for Autoregressive Image Generation ICCV 2025 HAF-RM: A Hybrid Alignment Framework for Reward Model Training ACL 2025 Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference EMNLP 2025