Position Paper

Consistency Should Be the Priority for Unified Multimodal Models

A position paper arguing that consistency across views, modalities, and prompts should be the priority research target for unified multimodal models.

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