Beyond the Last Layer: Multi-Layer Representation Fusion for Visual Tokenization Paper • 2605.10780 • Published 3 days ago • 31
TimeChat-Captioner: Scripting Multi-Scene Videos with Time-Aware and Structural Audio-Visual Captions Paper • 2602.08711 • Published Feb 9 • 28
OmniSIFT: Modality-Asymmetric Token Compression for Efficient Omni-modal Large Language Models Paper • 2602.04804 • Published Feb 4 • 50
Semantic Routing: Exploring Multi-Layer LLM Feature Weighting for Diffusion Transformers Paper • 2602.03510 • Published Feb 3 • 27
GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models Paper • 2512.15560 • Published Dec 17, 2025 • 25
Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling Paper • 2512.12675 • Published Dec 14, 2025 • 41
When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs Paper • 2511.02243 • Published Nov 4, 2025 • 25
AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration Paper • 2510.10395 • Published Oct 12, 2025 • 31
MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios Paper • 2505.21333 • Published May 27, 2025 • 38
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Paper • 2504.10068 • Published Apr 14, 2025 • 30