Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models Paper • 2604.10949 • Published 1 day ago • 34
OmniShow: Unifying Multimodal Conditions for Human-Object Interaction Video Generation Paper • 2604.11804 • Published 1 day ago • 49
Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation Paper • 2604.10098 • Published 4 days ago • 48
Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models Paper • 2604.08545 • Published 6 days ago • 40
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published 9 days ago • 232
OpenWorldLib: A Unified Codebase and Definition of Advanced World Models Paper • 2604.04707 • Published 9 days ago • 200
Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence? Paper • 2604.03016 • Published 12 days ago • 36
VTC-Bench: Evaluating Agentic Multimodal Models via Compositional Visual Tool Chaining Paper • 2603.15030 • Published 29 days ago • 21
BrowseComp-V^3: A Visual, Vertical, and Verifiable Benchmark for Multimodal Browsing Agents Paper • 2602.12876 • Published Feb 13 • 12
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
CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation Paper • 2601.10061 • Published Jan 15 • 32
GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models Paper • 2512.15560 • Published Dec 17, 2025 • 25
DataFlow: An LLM-Driven Framework for Unified Data Preparation and Workflow Automation in the Era of Data-Centric AI Paper • 2512.16676 • Published Dec 18, 2025 • 222
Next-Embedding Prediction Makes Strong Vision Learners Paper • 2512.16922 • Published Dec 18, 2025 • 89
Hybrid Attribution Priors for Explainable and Robust Model Training Paper • 2512.14719 • Published Dec 9, 2025 • 3
Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling Paper • 2512.12675 • Published Dec 14, 2025 • 41
Monet: Reasoning in Latent Visual Space Beyond Images and Language Paper • 2511.21395 • Published Nov 26, 2025 • 19