token compression

Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution ICLR 2025 Personalized Question Answering with User Profile Generation and Compression EMNLP 2025 Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information AAAI 2025 Representation Shift: Unifying Token Compression with FlashAttention ICCV 2025 Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors EMNLP 2025 SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer CVPR 2025 TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning ICLR 2025 Ultra-High-Definition Dynamic Multi-Exposure Image Fusion via Infinite Pixel Learning AAAI 2025 Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models EMNLP 2025 Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding CVPR 2025 VoCo-LLaMA: Towards Vision Compression with Large Language Models CVPR 2025 VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding AAAI 2025 When Every Token Counts: Optimal Segmentation for Low-Resource Language Models COLING 2025 Don't Look Twice: Faster Video Transformers with Run-Length Tokenization NeurIPS 2024 Efficient Large Multi-modal Models via Visual Context Compression NeurIPS 2024 Encoding Spreadsheets for Large Language Models EMNLP 2024 Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM EMNLP 2024 White-Box Transformers via Sparse Rate Reduction: Compression Is All There Is? JMLR 2024 Context Compression for Auto-regressive Transformers with Sentinel Tokens EMNLP 2023 DiffRate : Differentiable Compression Rate for Efficient Vision Transformers ICCV 2023 Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification EMNLP 2023 TCRA-LLM: Token Compression Retrieval Augmented Large Language Model for Inference Cost Reduction EMNLP 2023 VCC: Scaling Transformers to 128K Tokens or More by Prioritizing Important Tokens NeurIPS 2023 White-Box Transformers via Sparse Rate Reduction NeurIPS 2023