Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System
Paper • 2609.01607 • Published • 23
Lewei Lu
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OpenVisTool: An Open Recipe for Synthesizing Instructive Visual Tool-Use Trajectories
Paper • 2608.08557 • Published • 2
Enjoy Your Talk: A Human-Centered Benchmark for Multi-Turn Dialogue with Decoupled User Simulation, Target Modeling, and Judging
Paper • 2607.10428 • Published • 1
Omni-Perception Policy Optimization for Multimodal Emotion Reasoning
Paper • 2606.25325 • Published
MER-R1: Multimodal Emotion Reasoning via Slow-Fast Thinking Synergy
Paper • 2606.27652 • Published
EgoPro-Bench: Benchmarking Personalized Proactive Interaction in Egocentric Video Streams
Paper • 2605.07299 • Published
ISE: An Execution-Grounded Recipe for Multi-Turn OS-Agent Trajectories
Paper • 2606.11520 • Published
From Pixels to Words -- Towards Native One-Vision Models at Scale
Paper • 2605.28820 • Published • 77
GeoSym127K: Scalable Symbolically-verifiable Synthesis for Multimodal Geometric Reasoning
Paper • 2605.16371 • Published
SenseNova-U1: Unifying Multimodal Understanding and Generation with NEO-unify Architecture
Paper • 2605.12500 • Published • 199
OpenMobile: Building Open Mobile Agents with Task and Trajectory Synthesis
Paper • 2604.15093 • Published • 30