dynamic collaboration 1large language models 1multi-agent systems 1network topology adaptation 1task decomposition 1
From the 1 of 3 linked papers with an AI index.
3 papers
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.CL2025
Efficient Beam Search for Large Language Models Using Trie-Based Decoding
Brian J Chan, MaoXun Huang, Jui-Hung Cheng +2
This work presents a novel trie (prefix-tree)-based parallel decoding method that addresses the memory inefficiency of batch-based beam search. By sharing a single KV cache across…
cs.CV2025
SmartSpatial: Enhancing the 3D Spatial Arrangement Capabilities of Stable Diffusion Models and Introducing a Novel 3D Spatial Evaluation Framework
Mao Xun Huang, Brian J Chan, Hen-Hsen Huang
Stable Diffusion models have made remarkable strides in generating photorealistic images from text prompts but often falter when tasked with accurately representing complex spatial…