3 papers
cs.AI2024
Tree Search for Language Model Agents
Jing Yu Koh, Stephen McAleer, Daniel Fried +1
Autonomous agents powered by language models (LMs) have demonstrated promise in their ability to perform decision-making tasks such as web automation. However, a key limitation rem…
cs.AI2024
AgentKit: Structured LLM Reasoning with Dynamic Graphs
Yue Wu, Yewen Fan, So Yeon Min +6
We propose an intuitive LLM prompting framework (AgentKit) for multifunctional agents. AgentKit offers a unified framework for explicitly constructing a complex "thought process" f…
cs.GT2024
Policy Space Response Oracles: A Survey
Ariyan Bighashdel, Yongzhao Wang, Stephen McAleer +2
Game theory provides a mathematical way to study the interaction between multiple decision makers. However, classical game-theoretic analysis is limited in scalability due to the l…