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cs.LG2026
Engineering Efficient Self-Play Chess: Search, Replay, and Throughput Under Limited Compute
Bertil Braun
How strong can an AlphaZero-style chess system become under limited training compute when its entire learning loop is engineered for efficiency? We train from random initialization…
cs.LG2026
A Graph-Based Control Interface for Traffic Signals on Heterogeneous Road Networks
Bertil Braun
We present a traffic-signal control interface in which a shared graph neural network assigns scores to individual traffic movements. Each junction converts these scores into its ow…