efficient inference

Path-Adaptive Matting for Efficient Inference Under Various Computational Cost Constraints AAAI 2025 p-MoD: Building Mixture-of-Depths MLLMs via Progressive Ratio Decay ICCV 2025 Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025 Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025 QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge CVPR 2025 QUITO-X: A New Perspective on Context Compression from the Information Bottleneck Theory EMNLP 2025 ReMamba: Equip Mamba with Effective Long-Sequence Modeling EMNLP 2025 Rethinking Large Language Model Architectures for Sequential Recommendations IJCNLP 2025 Revisiting Pruning vs Quantization for Small Language Models EMNLP 2025 Sketch Down the FLOPs: Towards Efficient Networks for Human Sketch CVPR 2025 Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025 SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference ICCV 2025 Spec-VLA: Speculative Decoding for Vision-Language-Action Models with Relaxed Acceptance EMNLP 2025 Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More EMNLP 2025 Streamlining the Collaborative Chain of Models into A Single Forward Pass in Generation-Based Tasks ACL 2025 TCFG: Truncated Classifier-Free Guidance for Efficient and Scalable Text-to-Image Acceleration ICCV 2025 Text-guided Sparse Voxel Pruning for Efficient 3D Visual Grounding CVPR 2025 TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection EMNLP 2025 Towards Stabilized and Efficient Diffusion Transformers through Long-Skip-Connections with Spectral Constraints ICCV 2025 Training-free and Adaptive Sparse Attention for Efficient Long Video Generation ICCV 2025 ZipVL: Accelerating Vision-Language Models through Dynamic Token Sparsity ICCV 2025 AFPQ: Asymmetric Floating Point Quantization for LLMs ACL 2024 An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inference EMNLP 2024 ASMR: Activation-Sharing Multi-Resolution Coordinate Networks for Efficient Inference ICLR 2024 BAM! Just Like That: Simple and Efficient Parameter Upcycling for Mixture of Experts NeurIPS 2024