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20202025
most citedImproving Classifier Confidence using Lossy Label-Invariant Transformations

2 citations · 4 across the 5 of their papers we have counts for

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cs.LG2025

Quantifying and Improving Adaptivity in Conformal Prediction through Input Transformations

Sooyong Jang, Insup Lee

Conformal prediction constructs a set of labels instead of a single point prediction, while providing a probabilistic coverage guarantee. Beyond the coverage guarantee, adaptivenes…

cs.LG2025

Conformal Constrained Policy Optimization for Cost-Effective LLM Agents

Wenwen Si, Sooyong Jang, Insup Lee +1

While large language models (LLMs) have recently made tremendous progress towards solving challenging AI problems, they have done so at increasingly steep computational and API cos…