2 papers
cs.CL2025
Evaluating LLM Story Generation through Large-scale Network Analysis of Social Structures
Hiroshi Nonaka, K. E. Perry
Evaluating the creative capabilities of large language models (LLMs) in complex tasks often requires human assessments that are difficult to scale. We introduce a novel, scalable m…
cs.LG2025
Efficient Restarts in Non-Stationary Model-Free Reinforcement Learning
Hiroshi Nonaka, Simon Ambrozak, Sofia R. Miskala-Dinc +2
In this work, we propose three efficient restart paradigms for model-free non-stationary reinforcement learning (RL). We identify two core issues with the restart design of Mao et…