2 papers
physics.soc-ph2026
Same physical state, different collective dynamics: state encodings select synchronization outcomes in language-model agents
Takahiro Ezaki, Naoto Imura, Katsuhiro Nishinari
Language-model agents act on state encodings of their environment, yet these are treated as interchangeable interfaces. Using pretrained language models, we designed a circular-syn…
physics.soc-ph2021
Model retraining and information sharing in a supply chain with long-term fluctuating demands
Takahiro Ezaki, Naoto Imura, Katsuhiro Nishinari
Demand forecasting based on empirical data is a viable approach for optimizing a supply chain. However, in this approach, a model constructed from past data occasionally becomes ou…