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Robust Optimization

4 papers across 3 sessions

Poster Session 1

1 paper
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
RODS: Robust Optimization Inspired Diffusion Sampling for Detecting and Reducing Hallucination in Generative Models
#4408 · Yiqi Tian, Pengfei Jin, Mingze Yuan, Na Li, Bo Zeng, Quanzheng Li

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Smart Surrogate Losses for Contextual Stochastic Linear Optimization with Robust Constraints
#816 · Hyungki Im, Wyame Benslimane, Paul Grigas

We study an extension of contextual stochastic linear optimization (CSLO) that involves uncertain constraints and propose a "Smart predict-then-optimize with Robust Constraint (SPO-RC)" loss function.

Poster Session 6

2 papers
Friday, December 5, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
Stable Coresets via Posterior Sampling: Aligning Induced and Full Loss Landscapes
#816 · WEI-KAI CHANG, Rajiv Khanna
A Principled Approach to Randomized Selection under Uncertainty: Applications to Peer Review and Grant Funding
#1003 Spotlight · Alexander Goldberg, Giulia Fanti, Nihar Shah