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Manuel Cherep

Graduate Student
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Project Research

A Framework for Studying AI Agent Behavior: Evidence from Consumer Choice Experiments

Environments built for people are increasingly operated by a new class of economic actors: LLM-powered software agents making decisions on …
Project Research

LLM Agents Are Hypersensitive to Nudges

LLMs are being set loose in complex, real-world environments involving sequential decision-making and tool use. Often, this involves making…
Project Research

Discovering Interpretable Concepts in Large Generative Music Models

The fidelity with which neural networks can now generate content such as music presents a scientific opportunity: these systems appear to h…
Project Research

Contrastive Learning from Synthetic Audio Doppelgängers

​Learning robust audio representations currently demands extensive datasets of real-world sound recordings. By applying artificial transfor…
Project Research

Creative Text-to-Audio Generation via Synthesizer Programming

Neural audio synthesis methods now allow specifying ideas in natural language. However, these methods produce results that cannot be easily…
Project Research

ORGANOLOGY: Real-Time Biometrics x Sound Synthesis

Organology: Real-Time Biometrics x Sound Synthesis October 19th @ 8:00 PMMIT Media Lab 3rd Floor AtriumWhat role does the body pl…