Overlap Analysis of the Shortest Path Problem: Local Search, Landscapes, and Franz-Parisi Potential. - Frederic Koehler; Joonhyung Shin (CoRR, 2025)

A Hierarchical Language Model with Predictable Scaling Laws and Provable Benefits of Reasoning. - Jason Gaitonde; Frederic Koehler; Elchanan Mossel; Joonhyung Shin; Allan Sly (CoRR, 2026)