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Ruimin Zhang

2 accepted papers

2026

T-TAMER: Provably Taming Trade-offs in ML Serving

ICLR 2026poster

As machine learning models continue to grow in size and complexity, efficient serving faces increasingly broad trade-offs spanning accuracy, latency, resource usage, and other objectives. Multi-model serving further complicates these trade-offs; for example, in cascaded models, each early-exit decis…

Cited by 0SourceScholar
2024

Intrinsic Robustness of Prophet Inequality to Strategic Reward Signaling

NeurIPS 2024poster

Prophet inequality concerns a basic optimal stopping problem and states that simple threshold stopping policies --- i.e., accepting the first reward larger than a certain threshold --- can achieve tight $\frac{1}{2}$-approximation to the optimal prophet value. Motivated by its economic applications,…

Cited by 0SourcePDFScholar