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NeurIPS 2026Sapienza University of RomeLondon School of EconomicsAarhusLearning theory

Profit Maximization in Bilateral Trade against a Smooth Adversary

A profit-maximizing broker achieves tight O√T regret against smooth adversaries in bilateral trade via continuity and hierarchical nets.

Simone Di Gregorio, Paul Duetting, Federico Fusco, Chris Schwiegelshohn

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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lenient 2/5
medium 4/10
strict 2/5
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NeurIPS 2026London School of EconomicsU OxfordCausal inference

PAIR-CI: Calibrated Conditional Independence Testing for Causal Discovery with Incomplete Data

PAIR-CI is a calibrated nonparametric conditional independence test for incomplete data that uses paired cross-validated imputation to cancel imputation error, controlling false positives near nominal levels and improving causal discovery accuracy over existing methods.

Thomas S. Robinson, Ranjit Lall

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 16 of 20 reviewers recommend it
lenient 3/5
medium 10/10
strict 3/5