3 papers
cs.AI2025
PARC: An Autonomous Self-Reflective Coding Agent for Robust Execution of Long-Horizon Tasks
Yuki Orimo, Iori Kurata, Hodaka Mori +3
We introduce PARC, a coding agent for the autonomous and robust execution of long-horizon computational tasks. PARC is built on a hierarchical multi-agent architecture incorporatin…
cond-mat.stat-mech2025
Speed-accuracy relations for diffusion models: Wisdom from nonequilibrium thermodynamics and optimal transport
Kotaro Ikeda, Tomoya Uda, Daisuke Okanohara +1
We discuss a connection between a generative model, called the diffusion model, and nonequilibrium thermodynamics for the Fokker-Planck equation, called stochastic thermodynamics.…
physics.comp-ph2024
Generative Model for Constructing Reaction Path from Initial to Final States
Akihide Hayashi, So Takamoto, Ju Li +2
Mapping the chemical reaction pathways and their corresponding activation barriers is a significant challenge in molecular simulation. Given the inherent complexities of 3D atomic…