9 citations · 9 across the 5 of their papers we have counts for
5 papers · 1 filter
HTN-Orchestrate: A Hierarchical Task Network Framework for Multi-Agent Orchestration
Yanchen Deng, Jianguo Huang, Yao Long Teng +6
Orchestrating multiple agents on a complex task requires reconciling local subtask execution with global task planning. Dynamic dispatch approaches provide execution flexibility bu…
Prism-1: Position- and Rival-Independent Scoring for System One Models
Yao Long Teng, Jianguo Huang, Yanchen Deng +2
Given a state and a set of options, such as intents, tools or interface elements, System One decision models return a distribution over the options in one forward pass, without gen…
Consider, Then Choose: Order-Invariant Decisions in System One Models
Jianguo Huang, Yao Long Teng, Yanchen Deng +1
System One models answer typed questions in a single forward pass and promise the same answer for the same input. For choice questions, this promise fails: the answer depends on th…
AutoDFT: A Closed-Loop Multi-Agent Framework for Autonomous DFT Calculations
Penghui Yang, Zhonghan Zhang, Yue Li +6
Density functional theory (DFT) serves as the basis for computational discovery in materials science and chemistry, yet each calculation demands extensive human effort: adjusting a…
MIND-Skill: Quality-Guaranteed Skill Generation via Multi-Agent Induction and Deduction
Yixuan Li, Mingshu Cai, Ziyang Xiao +3
Large language model (LLM) powered AI agents have emerged as a promising paradigm for autonomous problem-solving, yet they continue to struggle with complex, multi-step real-world…