inference speedup

FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression EACL 2026 OmniZip: Audio-Guided Dynamic Token Compression for Fast Omnimodal Large Language Models CVPR 2026 Progressive Supernet Training for Efficient Visual Autoregressive Modeling CVPR 2026 SALR: Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models AAAI 2026 Ada-K Routing: Boosting the Efficiency of MoE-based LLMs ICLR 2025 Adaptive Caching for Faster Video Generation with Diffusion Transformers ICCV 2025 Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation ACL 2025 DisComp: A Two-Stage Prompt Optimization Framework Combining Task-Agnostic and Task-Aware Compression NAACL 2025 FunEditor: Achieving Complex Image Edits via Function Aggregation with Diffusion Models AAAI 2025 Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding NAACL 2025 OmiAD: One-Step Adaptive Masked Diffusion Model for Multi-class Anomaly Detection via Adversarial Distillation ICML 2025 Parameter and Memory Efficient Pretraining via Low-rank Riemannian Optimization ICLR 2025 Training-Free Activation Sparsity in Large Language Models ICLR 2025 Training Strategies for Efficient Embodied Reasoning CoRL 2025 TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs ACL 2025 Wanda++: Pruning Large Language Models via Regional Gradients ACL 2025 An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference EMNLP 2024 DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism NeurIPS 2024 LayerMerge: Neural Network Depth Compression through Layer Pruning and Merging ICML 2024 LiDAR-PTQ: Post-Training Quantization for Point Cloud 3D Object Detection ICLR 2024 Plug-and-Play Diffusion Distillation CVPR 2024 SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks ICML 2024 SliceGPT: Compress Large Language Models by Deleting Rows and Columns ICLR 2024 Speaking in Wavelet Domain: A Simple and Efficient Approach to Speed up Speech Diffusion Model EMNLP 2024 Towards More Accurate Diffusion Model Acceleration with A Timestep Tuner CVPR 2024