2 papers
cs.LG2026
From Search to Signal: Online Post-Training in Automatic Heuristic Design
Yilun Yuan, Tianyu Zhou, Zhenzhou Tang
Large language model (LLM)-based automatic heuristic design (AHD) iteratively proposes and refines heuristics, pairing design rationales with executable code. Task-specific evaluat…
quant-ph2026
An Exact Polynomial Task-Risk Bridge for Time-Multiplexed Photonic Quantum Reservoirs
Yuqi Zhang, Tianyu Zhou, Yilun Jiang +2
Time-multiplexed (TDM) photonic reservoirs are usually judged by their scores on a few datasets, which say little about a chip's overall performance, and designed by enumerating ca…