Long-shot windsurfing video combines small targets, large camera pans, prolonged overlaps, and rapidly changing backgrounds. The desired output is not a generic MOT trace but a separate, stable rider-relative video for each surfer; one false identity merge can invalidate an otherwise useful result. We present an offlin...
This work trains from random initialization through searched self-play on a single eight-GPU node for 2.5 days, and investigates search allocation, replay and restart-state selection, policy representation, progressive model sizing, quantized inference, and throughput engineering.
Voice-Light is presented, a full-duplex cascaded voice agent that combines immediate acoustic onset, a causal adapter sharing a streaming ASR encoder, reversible playback control, and private speculative response generation.
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 own variable-sized set of legal signal phases using a deterministic incidence matrix. Directed corridor nodes provide traffic context, while m...
Bertil Braun· 0 citations
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