dynamic collaboration 1large language models 1multi-agent systems 1network topology adaptation 1task decomposition 1
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cs.AI2026
MANTA: Multi-Agent Network Topology Adaptation for Self-Evolving Multi-Agent Systems
Mao-xun Huang, Jerry Wang, Yi-Cheng Lai +3
The paper presents MANTA, a framework that lets large language model‑driven multi‑agent systems dynamically adjust their communication topology during inference, updating roles, li…
cs.AI2025
Observer, Not Player: Simulating Theory of Mind in LLMs through Game Observation
Jerry Wang, Ting Yiu Liu
We present an interactive framework for evaluating whether large language models (LLMs) exhibit genuine "understanding" in a simple yet strategic environment. As a running example,…
cs.AI2025
DeRAG: Black-box Adversarial Attacks on Multiple Retrieval-Augmented Generation Applications via Prompt Injection
Jerry Wang, Fang Yu
Adversarial prompt attacks can significantly alter the reliability of Retrieval-Augmented Generation (RAG) systems by re-ranking them to produce incorrect outputs. In this paper, w…