Latent-Space Communication in Heterogeneous Multi-Agent Systems
13 hours ago
- #Multi-Agent Systems
- #Latent-Space Communication
- #Vision-Language Models
- Proposes the Vision Wormhole framework for model-agnostic, text-free communication in Multi-Agent Systems (MAS).
- Utilizes a Universal Visual Codec to map reasoning traces into a shared continuous latent space.
- Adopts a hub-and-spoke topology to reduce pairwise alignment complexity from O(N^2) to O(N).
- Leverages teacher-student distillation to align visual channels with text pathway reasoning patterns.
- Demonstrates reduced wall-clock time while maintaining reasoning fidelity in heterogeneous model families.