Abstract: This paper studies the time-dependent cold chain logistics vehicle routing problem considering both traffic congestion and carbon emissions. A cold chain logistics model with time-dependent ...

Abstract: This paper tackles the issue of distributed consensus optimization in a time-varying directed topology network by employing the zero gradient sum (ZGS) algorithm. Initially, it is shown that ...

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# Linear LR warmup: 0 → 1 over first lr_warmup_steps warmup_mul = min(step / max(lr_warmup_steps, 1), 1.0) if lr_warmup_steps > 0 else 1.0 cos_val = 0.5 * (1.0 ...