AdaSpark: Adaptive Sparsity for Efficient Long-Video Understanding
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Handong, Liu, Zikang, Guo, Longteng, Yue, Tongtian, Tang, Yepeng, Zhu, Xinxin, Zheng, Chuanyang, Wang, Ziming, Wang, Zhibin, Song, Jun, Yu, Cheng, Zheng, Bo, Liu, Jing |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
VRoPE: Rotary Position Embedding for Video Large Language Models
by: Liu, Zikang, et al.
Published: (2025)
by: Liu, Zikang, et al.
Published: (2025)
Prefix Grouper: Efficient GRPO Training through Shared-Prefix Forward
by: Liu, Zikang, et al.
Published: (2025)
by: Liu, Zikang, et al.
Published: (2025)
LaVi: Efficient Large Vision-Language Models via Internal Feature Modulation
by: Yue, Tongtian, et al.
Published: (2025)
by: Yue, Tongtian, et al.
Published: (2025)
Ada-K Routing: Boosting the Efficiency of MoE-based LLMs
by: Yue, Tongtian, et al.
Published: (2024)
by: Yue, Tongtian, et al.
Published: (2024)
Breaking the Encoder Barrier for Seamless Video-Language Understanding
by: Li, Handong, et al.
Published: (2025)
by: Li, Handong, et al.
Published: (2025)
BrainGPT: Unleashing the Potential of EEG Generalist Foundation Model by Autoregressive Pre-training
by: Yue, Tongtian, et al.
Published: (2024)
by: Yue, Tongtian, et al.
Published: (2024)
Towards Unified Referring Expression Segmentation Across Omni-Level Visual Target Granularities
by: Liu, Jing, et al.
Published: (2025)
by: Liu, Jing, et al.
Published: (2025)
Efficient Motion-Aware Video MLLM
by: Zhao, Zijia, et al.
Published: (2025)
by: Zhao, Zijia, et al.
Published: (2025)
Thinking in Streaming Video
by: Liu, Zikang, et al.
Published: (2026)
by: Liu, Zikang, et al.
Published: (2026)
Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs
by: Zhao, Zijia, et al.
Published: (2024)
by: Zhao, Zijia, et al.
Published: (2024)
Unveiling Parts Beyond Objects:Towards Finer-Granularity Referring Expression Segmentation
by: Wang, Wenxuan, et al.
Published: (2023)
by: Wang, Wenxuan, et al.
Published: (2023)
OneDiff: A Generalist Model for Image Difference Captioning
by: Hu, Erdong, et al.
Published: (2024)
by: Hu, Erdong, et al.
Published: (2024)
ELV-Halluc: Benchmarking Semantic Aggregation Hallucinations in Long Video Understanding
by: Lu, Hao, et al.
Published: (2025)
by: Lu, Hao, et al.
Published: (2025)
AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding
by: Xue, Zhucun, et al.
Published: (2025)
by: Xue, Zhucun, et al.
Published: (2025)
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
by: Chen, Boyu, et al.
Published: (2025)
by: Chen, Boyu, et al.
Published: (2025)
SciVQR: A Multidisciplinary Multimodal Benchmark for Advanced Scientific Reasoning Evaluation
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
The Linear Attention Resurrection in Vision Transformer
by: Zheng, Chuanyang
Published: (2025)
by: Zheng, Chuanyang
Published: (2025)
iFormer: Integrating ConvNet and Transformer for Mobile Application
by: Zheng, Chuanyang
Published: (2025)
by: Zheng, Chuanyang
Published: (2025)
ChatSearch: a Dataset and a Generative Retrieval Model for General Conversational Image Retrieval
by: Zhao, Zijia, et al.
Published: (2024)
by: Zhao, Zijia, et al.
Published: (2024)
AdaGen: Learning Adaptive Policy for Image Synthesis
by: Ni, Zanlin, et al.
Published: (2026)
by: Ni, Zanlin, et al.
Published: (2026)
Contribution-aware Token Compression for Efficient Video Understanding via Reinforcement Learning
by: Ma, Yinchao, et al.
Published: (2026)
by: Ma, Yinchao, et al.
Published: (2026)
AdaFlow: Efficient Long Video Editing via Adaptive Attention Slimming And Keyframe Selection
by: Zhang, Shuheng, et al.
Published: (2025)
by: Zhang, Shuheng, et al.
Published: (2025)
Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding
by: Liu, Xiangrui, et al.
Published: (2025)
by: Liu, Xiangrui, et al.
Published: (2025)
Adaptive Text Watermark for Large Language Models
by: Liu, Yepeng, et al.
Published: (2024)
by: Liu, Yepeng, et al.
Published: (2024)
MM-LDM: Multi-Modal Latent Diffusion Model for Sounding Video Generation
by: Sun, Mingzhen, et al.
Published: (2024)
by: Sun, Mingzhen, et al.
Published: (2024)
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset
by: Liu, Jing, et al.
Published: (2023)
by: Liu, Jing, et al.
Published: (2023)
SC-Tune: Unleashing Self-Consistent Referential Comprehension in Large Vision Language Models
by: Yue, Tongtian, et al.
Published: (2024)
by: Yue, Tongtian, et al.
Published: (2024)
VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges
by: Wang, Yuxuan, et al.
Published: (2024)
by: Wang, Yuxuan, et al.
Published: (2024)
AdaMem: Adaptive User-Centric Memory for Long-Horizon Dialogue Agents
by: Yan, Shannan, et al.
Published: (2026)
by: Yan, Shannan, et al.
Published: (2026)
AdaCM$^2$: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction
by: Man, Yuanbin, et al.
Published: (2024)
by: Man, Yuanbin, et al.
Published: (2024)
AdaTooler-V: Adaptive Tool-Use for Images and Videos
by: Wang, Chaoyang, et al.
Published: (2025)
by: Wang, Chaoyang, et al.
Published: (2025)
VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning
by: Wang, Zikang, et al.
Published: (2025)
by: Wang, Zikang, et al.
Published: (2025)
Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding
by: Hu, Pengfei, et al.
Published: (2025)
by: Hu, Pengfei, et al.
Published: (2025)
Spark Transformer: Reactivating Sparsity in FFN and Attention
by: You, Chong, et al.
Published: (2025)
by: You, Chong, et al.
Published: (2025)
GIFT: Global Irreplaceability Frame Targeting for Efficient Video Understanding
by: Ma, Junpeng, et al.
Published: (2026)
by: Ma, Junpeng, et al.
Published: (2026)
Resolving Evidence Sparsity: Agentic Context Engineering for Long-Document Understanding
by: Liu, Keliang, et al.
Published: (2025)
by: Liu, Keliang, et al.
Published: (2025)
AdaFocus: Adaptive Relevance-Diversity Sampling with Zero-Cache Look-back for Efficient Long Video Understanding
by: Yang, Xiao, et al.
Published: (2026)
by: Yang, Xiao, et al.
Published: (2026)
FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding
by: Xie, Yiweng, et al.
Published: (2026)
by: Xie, Yiweng, et al.
Published: (2026)
AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies
by: Hu, Xixi, et al.
Published: (2024)
by: Hu, Xixi, et al.
Published: (2024)
AdaReTaKe: Adaptive Redundancy Reduction to Perceive Longer for Video-language Understanding
by: Wang, Xiao, et al.
Published: (2025)
by: Wang, Xiao, et al.
Published: (2025)
Similar Items
-
VRoPE: Rotary Position Embedding for Video Large Language Models
by: Liu, Zikang, et al.
Published: (2025) -
Prefix Grouper: Efficient GRPO Training through Shared-Prefix Forward
by: Liu, Zikang, et al.
Published: (2025) -
LaVi: Efficient Large Vision-Language Models via Internal Feature Modulation
by: Yue, Tongtian, et al.
Published: (2025) -
Ada-K Routing: Boosting the Efficiency of MoE-based LLMs
by: Yue, Tongtian, et al.
Published: (2024) -
Breaking the Encoder Barrier for Seamless Video-Language Understanding
by: Li, Handong, et al.
Published: (2025)