Position Paper

Beyond Structural Unification: A Perspective and Roadmap on Unified Multimodal Models

A position paper outlining five layers of functional unification for multimodal understanding and generation: inputs, representations, reasoning, optimization, and evaluation.

Sep 30, 2026

Consistency Should Be the Priority for Unified Multimodal Models
Consistency Should Be the Priority for Unified Multimodal Models

A position paper on consistency across multimodal grounding, representations, reasoning, post-training, and evaluation.

Feb 3, 2026

Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems
Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems

We propose a framework for developing topology-aware Multi-Agent Systems (MAS), emphasizing agent selection, structure profiling, and topology synthesis, to enhance coordination and efficiency in complex task.

Jul 4, 2025