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Valentin Rentschler

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#machine learning Preprint Sep 2026

Latency-Aware Client Assignment for Parallel Split Learning With Global Sampling

Latency Budgeted Parallel Split Learning with Global Sampling introduces Latency Budgeted Parallel Split Learning with Global Sampling, which separates each pooled batch's integer class target from the choice of clients that supply its examples.

Mohammad Kohankhaki, Valentin Rentschler, A. Schmeink · 0 citations
#machine learning Preprint Sep 2026

Concurrent Split Learning Through Stable Client Clustering

Measurements characterize a trade-off among execution concurrency, assignment information, participation, and accuracy for stable-client split learning for stable-client split learning.

Mohammad Kohankhaki, Valentin Rentschler, A. Schmeink · 0 citations

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