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Kevin Hamlen

2 accepted papers

2026

Unifying Stacking and Cascading for Efficient Ensemble Inference

ICML 2026poster

We introduce LazyStack, a method for efficient model ensemble inference. The core idea is intuitive: after each model executes, we check whether accumulated evidence is sufficient to exit confidently. Sometimes one model suffices; other times we aggregate predictions from several models via trained …

Cited by 0SourceScholar
2022

Controllable Fake Document Infilling for Cyber Deception

EMNLP 2022finding

Recent works in cyber deception study how to deter malicious intrusion by generating multiple fake versions of a critical document to impose costs on adversaries who need to identify the correct information. However, existing approaches are context-agnostic, resulting in sub-optimal and unvaried out…