Author

Tian-Yu Zhou

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Preprint Sep 2026

An Exact Polynomial Task-Risk Bridge for Time-Multiplexed Photonic Quantum Reservoirs

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 candidate circuits and simulating each one, which is inefficient and gives no guarantee of finding a good structure. For a time-unrolled passi...

Yu-Qi Zhang, Tian-Yu Zhou, Yi-Lun Jiang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

From Search to Signal: Online Post-Training in Automatic Heuristic Design

Large language model (LLM)-based automatic heuristic design (AHD) iteratively proposes and refines heuristics, pairing design rationales with executable code. Task-specific evaluators assess programs; execution outcomes and performance scores guide search. Many AHD systems keep the generator frozen; EvoTune and Co-Evol...

Yi-Lun Yuan, Tian-Yu Zhou, Zhen-Zhou Tang · 0 citations