1 citations · 1 across the 2 of their papers we have counts for
3 papers
stat.ML2026
LLMs are Bayesian, In Expectation, Not in Realization
Leon Chlon, Fatima Sheaib, Zein Khamis +3
Bayesian accounts of in-context learning face a direct objection: exact posterior predictives for exchangeable data are invariant to task-preserving order, yet transformers change…
stat.ML2026★ 1 cited
Predictable Compression Failures: Order Sensitivity and Information Budgeting for Evidence-Grounded Binary Adjudication
Leon Chlon, Ahmed Karim, Maggie Chlon +1
Transformers used for evidence-grounded binary adjudication (e.g., support/refute, yes/no, or verifier-backed pass/fail decisions) can be sensitive to the order in which exchangeab…
stat.ML2025
Robust Multimodal Learning via Entropy-Gated Contrastive Fusion
Leon Chlon, Maggie Chlon, MarcAntonio M. Awada
Real-world multimodal systems routinely face missing-input scenarios, and in reality, robots lose audio in a factory or a clinical record omits lab tests at inference time. Standar…