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Yuanlong Chen

3 accepted papers

2026

Beyond Rational Illusion: Behaviorally Realistic Strategic Classification

ICML 2026poster

Strategic classification studies the interaction between decision models and agents who strategically manipulate their features for favorable outcomes. Existing SC frameworks typically rely on the idealized assumption that agents are strictly rational. However, evidence from behavioral economics and…

Cited by 0SourceScholar
2026

Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents

AAAI 2026technical

Strategic machine learning investigates scenarios where agents manipulate their features to receive favorable decisions from predictive models. To address fairness concerns intrinsic to strategic classification, recent work has introduced group-specific fairness constraints. However, current fairnes

Cited by 0SourcePDFScholar
2026

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach

ICML 2026poster

Tabular foundation models via pretrained prior-data fitted networks (PFNs) achieve remarkable generalization performance on arbitrary testing tabular data, when sample distributions are independent of the deployed classifiers, i.e., a non-strategic regime. In a variety of real-world scenarios, howev…

Cited by 0SourceScholar