Utsav Gupta

2 accepted papers

2026

Position: ICML Should Treat Hosted LLM APIs as Versioned Dependencies and Require Drift-Audit Artifacts

ICML 2026poster

This position paper argues that ICML should require a minimal drift-audit artifact for papers whose main claims materially rely on hosted LLM APIs. Hosted APIs can change behavior over time, undermining the scientific interpretability of results even when evaluation code and prompts are held fixed. …

Cited by 0 Source ↗Scholar ↗

2026

Position: Machine Learning Research Should Be Guided by Explicit, Pluralistic Models of Human Purpose

Utsav Gupta

ICML 2026poster

Machine learning systems increasingly shape attention, work, education, and social life, yet ML research often treats the question "what is this for?" as external, relying on proxies such as accuracy, engagement, or preference satisfaction. This position paper argues that ML research should be guide…

Cited by 0 Source ↗Scholar ↗