model compression

Scaling Parallel Sequence Models to Vision Foundation Models CVPR 2026 SCVQ: Sparse-Compensated Vector Quantization for Large Language Models ACL 2026 SegQuant: A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models CVPR 2026 SemanticNN: Compressive and Error-Resilient Semantic Offloading for Extremely Weak Devices AAAI 2026 SepPrune: Structured Pruning for Efficient Deep Speech Separation AAAI 2026 Share Your Attention: Transformer Weight Sharing via Matrix-based Dictionary Learning AAAI 2026 SharVeT: Similarity-aware Parameter Sharing with Vector-based Tuning for Efficient LLM Compression ACL 2026 Sherry: Hardware-Efficient 1.25-Bit Ternary Quantization via Fine-grained Sparsification ACL 2026 Sliding-Window Merging for Compacting Patch-Redundant Layers in LLMs AAAI 2026 Specialization through Collaboration: Understanding Expert Interaction in Mixture-of-Expert Large Language Models EACL 2026 SPEED-Q: Staged Processing with Enhanced Distillation Towards Efficient Low-Bit On-Device VLM Quantization AAAI 2026 Stratified Knowledge-Density Super-Network for Scalable Vision Transformers AAAI 2026 Stratos: An End-to-End Distillation Pipeline for Customized LLMs Under Distributed Cloud Environments AAAI 2026 Submodel Extraction for Efficient and Personalized Federated Learning via Optimal Transport CVPR 2026 Sub-MoE: Efficient Mixture-of-Expert LLMs Compression via Subspace Expert Merging AAAI 2026 Subspace-Guided Knowledge Distillation for Efficient Model Transfer WACV 2026 Text Slider: Efficient and Plug-and-Play Continuous Concept Control for Image/Video Synthesis via LoRA Adapters WACV 2026 TOP-RL: Task-Optimized Progressive Token Pruning with Reinforcement Learning for Vision Language Models AAAI 2026 Towards Efficient and Effective Interactive 3D Segmentation AAAI 2026 Towards Training-Free and Accurate ANN-to-SNN Conversion via Activation-Aware Redistribution AAAI 2026 Transferable Backdoor Attacks for Code Models via Sharpness-Aware Adversarial Perturbation AAAI 2026 TR-DQ: Time-Rotation Diffusion Quantization AAAI 2026 Turbo-VAED: Fast and Stable Transfer of Video-VAEs to Mobile Devices AAAI 2026 Two-Stage Regularization-Based Structured Pruning for LLMs ACL 2026 Ultra-Low-Dimensional Prompt Tuning via Random Projection EACL 2026