Model Compression

UniCompress: Token Compression for Unified Vision-Language Understanding and Generation CVPR 2026 Unified Spatiotemporal Token Compression for Video-LLMs at Ultra-Low Retention CVPR 2026 Unleashing Low-Bit Inference on Ascend NPUs: A Comprehensive Evaluation of HiFloat Formats ACL 2026 Variation-aware Vision Token Dropping for Faster Large Vision-Language Models CVPR 2026 VecInfer: Efficient LLM Inference with Low-Bit KV Cache via Outlier-Suppressed Vector Quantization ACL 2026 VLM-Pruner: Buffering for Spatial Sparsity in an Efficient VLM Centrifugal Token Pruning Paradigm CVPR 2026 VLM-PTQ: Efficient Post-Training Quantization for Large Vision-Language Models CVPR 2026 WeightLoRA: Keep Only Necessary Adapters ACL 2026 1+1>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models EMNLP 2025 5%>100%: Breaking Performance Shackles of Full Fine-Tuning on Visual Recognition Tasks CVPR 2025 A4A: Adapter for Adapter Transfer via All-for-All Mapping for Cross-Architecture Models CVPR 2025 AAIG at GenAI Detection Task 1: Exploring Syntactically-Aware, Resource-Efficient Small Autoregressive Decoders for AI Content Detection COLING 2025 ABQ-LLM: Arbitrary-Bit Quantized Inference Acceleration for Large Language Models AAAI 2025 Accelerate 3D Object Detection Models via Zero-Shot Attention Key Pruning ICCV 2025 Accelerating Adaptive Retrieval Augmented Generation via Instruction-Driven Representation Reduction of Retrieval Overlaps ACL 2025 Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025 Accelerating Diffusion Transformer via Gradient-Optimized Cache ICCV 2025 Accelerating Diffusion Transformer via Increment-Calibrated Caching with Channel-Aware Singular Value Decomposition CVPR 2025 Accurate KV Cache Quantization with Outlier Tokens Tracing ACL 2025 Accurate Sublayer Pruning for Large Language Models by Exploiting Latency and Tunability Information IJCAI 2025 Achieving Lightweight Super-Resolution for Real-Time Computer Graphics AAAI 2025 A Compact Model for Mathematics Problem Representations Distilled from BERT AAAI 2025 Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference ACL 2025 AdaDHP: Fine-Grained Fine-Tuning via Dual Hadamard Product and Adaptive Parameter Selection ACL 2025 Adaptive Computation Modules: Granular Conditional Computation for Efficient Inference AAAI 2025