Efficient Computing

VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction Format EMNLP 2025 Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language Models CVPR 2025 Video-T1: Test-time Scaling for Video Generation ICCV 2025 Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025 ViDiT-Q: Efficient and Accurate Quantization of Diffusion Transformers for Image and Video Generation ICLR 2025 ViFT: Towards Visual Instruction-Free Fine-tuning for Large Vision-Language Models EMNLP 2025 ViPE: Visual Perception in Parameter Space for Efficient Video-Language Understanding EMNLP 2025 VisCoder: Fine-Tuning LLMs for Executable Python Visualization Code Generation EMNLP 2025 VisionZip: Longer is Better but Not Necessary in Vision Language Models CVPR 2025 VistaWise: Building Cost-Effective Agent with Cross-Modal Knowledge Graph for Minecraft EMNLP 2025 VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network CVPR 2025 Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective AAAI 2025 VL-Cache: Sparsity and Modality-Aware KV Cache Compression for Vision-Language Model Inference Acceleration ICLR 2025 VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service ACL 2025 Vocabulary-level Memory Efficiency for Language Model Fine-tuning NAACL 2025 VoCo-LLaMA: Towards Vision Compression with Large Language Models CVPR 2025 VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025 VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding AAAI 2025 WaferLLM: Large Language Model Inference at Wafer Scale OSDI 2025 Wait, We Don’t Need to “Wait”! Removing Thinking Tokens Improves Reasoning Efficiency EMNLP 2025 Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning EMNLP 2025 Wanda++: Pruning Large Language Models via Regional Gradients ACL 2025 Wasserstein Distances, Neuronal Entanglement, and Sparsity ICLR 2025 WaveMixSR-V2: Enhancing Super-resolution with Higher Efficiency (Student Abstract) AAAI 2025 WavRAG: Audio-Integrated Retrieval Augmented Generation for Spoken Dialogue Models ACL 2025