https://www.brianzhou.org/coauthors/richard-lian Research publications and working papers coauthored with Richard Lian. en-us hello@zhoubrian.com (Brian Zhou) hello@zhoubrian.com (Brian Zhou) Wed, 01 Jan 2025 00:00:00 GMT https://arxiv.org/abs/2501.19278#pheromone-based-learning-of-optimal-reasoning-paths-arxiv-under-review https://arxiv.org/abs/2501.19278 We present ACO-ToT, an algorithm that leverages fine-tuned LLM "ants" guided by ant colony optimization to efficiently uncover optimal reasoning paths for complex problems. Wed, 01 Jan 2025 00:00:00 GMT hello@zhoubrian.com (Brian Zhou) PublicationsarXiv (under review) https://arxiv.org/abs/2501.19318#mindstores-memory-informed-neural-decision-synthesis-for-task-oriented-reinforcement-in-embodied-systems-iclr-workshop-on-reasoning-and-planning-for-llms-arxiv-under-review https://arxiv.org/abs/2501.19318 We present MINDSTORES, an experience-augmented planning framework that enables embodied agents to build and leverage mental models through natural interaction, improving zero-shot LLM planning for complex open-world tasks. Wed, 01 Jan 2025 00:00:00 GMT hello@zhoubrian.com (Brian Zhou) PublicationsICLR Workshop on Reasoning and Planning for LLMs; arXiv (under review)