most citedInteractive Multi-fidelity Learning for Cost-effective Adaptation of Language Model with Sparse Human Supervision

4 citations · 4 across the 3 of their papers we have counts for

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cs.LG2024

Discriminant Distance-Aware Representation on Deterministic Uncertainty Quantification Methods

Jiaxin Zhang, Kamalika Das, Sricharan Kumar

Uncertainty estimation is a crucial aspect of deploying dependable deep learning models in safety-critical systems. In this study, we introduce a novel and efficient method for det…

cs.LG2022

XOOD: Extreme Value Based Out-Of-Distribution Detection For Image Classification

Frej Berglind, Haron Temam, Supratik Mukhopadhyay +4

Detecting out-of-distribution (OOD) data at inference time is crucial for many applications of machine learning. We present XOOD: a novel extreme value-based OOD detection framewor…