Search Results for author: Adam Khakhar

Found 3 papers, 3 papers with code

PAC Prediction Sets for Large Language Models of Code

1 code implementation17 Feb 2023 Adam Khakhar, Stephen Mell, Osbert Bastani

Given a trained code generation model, our algorithm leverages a programming language's abstract syntax tree to generate a set of programs such that the correct program is in the set with high-confidence.

Code Generation Semantic Parsing +1

Neural Regression For Scale-Varying Targets

1 code implementation14 Nov 2022 Adam Khakhar, Jacob Buckman

In this work, we demonstrate that a major limitation of regression using a mean-squared error loss is its sensitivity to the scale of its targets.

regression

Delta Hedging Liquidity Positions on Automated Market Makers

1 code implementation4 Aug 2022 Adam Khakhar, Xi Chen

The dominant measure of loss in a Liquidity Position is Impermanent Loss.

Position

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