Model Compression

Unveiling AI Safety in Fine-tuning Quantized Model AAAI 2026 Visual Detector Compression via Location-Aware Discriminant Analysis WACV 2026 ViTCoP: Accelerating Large Vision-Language Models via Visual and Textual Semantic Collaborative Pruning AAAI 2026 VLM-PTQ: Efficient Post-Training Quantization for Large Vision-Language Models CVPR 2026 V-Pruner: A Fast and Globally-informed Token Pruning Framework for Vision Transformer AAAI 2026 When Speed Meets Intelligence: Scalable Conversational NER in an Ever-evolving World EACL 2026 D_2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models ICLR 2025 1+1>2: A Synergistic Sparse and Low-Rank Compression Method for Large Language Models EMNLP 2025 A2ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization ACL 2025 ABKD: Pursuing a Proper Allocation of the Probability Mass in Knowledge Distillation via $α$-$β$-Divergence ICML 2025 ABQ-LLM: Arbitrary-Bit Quantized Inference Acceleration for Large Language Models AAAI 2025 Accurate Sublayer Pruning for Large Language Models by Exploiting Latency and Tunability Information IJCAI 2025 Achieving binary weight and activation for LLMs using Post-Training Quantization ACL 2025 A Compact Implicit Neural Representation for Efficient Storage of Massive 4D Functional Magnetic Resonance Imaging AAAI 2025 A Comparison of Independent and Joint Fine-tuning Strategies for Retrieval-Augmented Generation EMNLP 2025 AdaEdit: Advancing Continuous Knowledge Editing For Large Language Models ACL 2025 Adapters Selector: Cross-domains and Multi-tasks LoRA Modules Integration Usage Method COLING 2025 Adaptive Draft-Verification for Efficient Large Language Model Decoding AAAI 2025 Adaptive Dual Guidance Knowledge Distillation AAAI 2025 Adaptive Pruning of Pretrained Transformer via Differential Inclusions ICLR 2025 Adaptive Rank Allocation: Speeding Up Modern Transformers with RaNA Adapters ICLR 2025 AdaSkip: Adaptive Sublayer Skipping for Accelerating Long-Context LLM Inference AAAI 2025 AdaTP: Attention-Debiased Token Pruning for Video Large Language Models EMNLP 2025 A Drop-In Solution for On-the-Fly Adaptation of Speculative Decoding in Large Language Models ACL 2025 Advancing Weight and Channel Sparsification with Enhanced Saliency WACV 2025