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Suhas Thejaswi

3 accepted papers

2024

Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets

NeurIPS 2024poster

Decision support systems based on prediction sets help humans solve multiclass classification tasks by narrowing down the set of potential label values to a subset of them, namely a prediction set, and asking them to always predict label values from the prediction sets. While this type of systems ha…

2024

Prediction-Powered Ranking of Large Language Models

NeurIPS 2024poster

Large language models are often ranked according to their level of alignment with human preferences---a model is better than other models if its outputs are more frequently preferred by humans. One of the popular ways to elicit human preferences utilizes pairwise comparisons between the outputs prov…

2024

Towards Human-AI Complementarity with Prediction Sets

NeurIPS 2024poster

Decision support systems based on prediction sets have proven to be effective at helping human experts solve classification tasks. Rather than providing single-label predictions, these systems provide sets of label predictions constructed using conformal prediction, namely prediction sets, and ask h…