| Token Reduction Should Go Beyond Efficiency in Generative Models -- From Vision, Language to Multimodality | May 23, 2025 | In-Context LearningToken Reduction | CodeCode Available | 3 |
| LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding | Oct 22, 2024 | Token ReductionVideo Question Answering | CodeCode Available | 3 |
| One Trajectory, One Token: Grounded Video Tokenization via Panoptic Sub-object Trajectory | May 29, 2025 | Contrastive LearningText Retrieval | CodeCode Available | 2 |
| PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models | Apr 11, 2025 | ClusteringLanguage Modeling | CodeCode Available | 2 |
| When Large Vision-Language Model Meets Large Remote Sensing Imagery: Coarse-to-Fine Text-Guided Token Pruning | Mar 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Visual Language Models | Dec 30, 2024 | Question AnsweringToken Reduction | CodeCode Available | 2 |
| Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction | Sep 25, 2024 | GPUToken Reduction | CodeCode Available | 2 |
| LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models | Mar 22, 2024 | Language ModellingLarge Language Model | CodeCode Available | 2 |
| Learning Compact Vision Tokens for Efficient Large Multimodal Models | Jun 8, 2025 | Multimodal ReasoningToken Reduction | CodeCode Available | 1 |
| SiLVR: A Simple Language-based Video Reasoning Framework | May 30, 2025 | MathMME | CodeCode Available | 1 |
