Publications
Two bodies of work: how people perceive the physical world through sound (MIT), and AI for biology and science, from foundation models of omics data to agents that do research (Biostate AI and K-Dense). Also on Google Scholar.
Perception & auditory intuitive physics
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2026
Intuitive knowledge of object acoustics enables perceptual separation of physical variables from impact sounds
Proceedings of the National Academy of Sciences (PNAS), 123(47), e2605876123 · bioRxiv preprint
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2025
Synthesis and perception of sounds from physical interactions reveals auditory intuitive physics
PhD thesis, Massachusetts Institute of Technology, Advisor: Josh H. McDermott
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2024
Physics, ecological acoustics and the auditory system
Current Biology, 34(20), R1006–R1013
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2024
Human perception of impact sounds suggests auditory intuitive physics
Journal of the Acoustical Society of America (meeting abstract), 155(3_Supplement), A307
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2023
Sample-efficient learning of auditory object representations using differentiable impulse response synthesis
ICML 2023 Workshop on Differentiable Almost Everything
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2023
Understanding auditory intuitive physics
Journal of the Acoustical Society of America (meeting abstract), 153(3_supplement), A364
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2022
Inferring object interactions from scraping and rolling sounds
Proceedings of the 44th Annual Meeting of the Cognitive Science Society (CogSci 2022)
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2021
Object-based synthesis of scraping and rolling sounds based on non-linear physical constraints
24th International Conference on Digital Audio Effects (DAFx20in21), pp. 136–143 · arXiv
AI for science & biology
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2026
Scientific Agent Skills: A Library of Procedural Knowledge for Research Agents
arXiv preprint, arXiv:2609.00065 · GitHub
- 2026
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2025
GeneJepa: A Predictive World Model of the Transcriptome
bioRxiv preprint
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2025
Revive-Flow: A Foundation Model for Blood DNAm Aging
bioRxiv preprint
- 2025
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2025
The Limitations of TabPFN for High-Dimensional RNA-seq Analysis
bioRxiv preprint
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2025
K-Dense Analyst: Towards Fully Automated Scientific Analysis
arXiv preprint, arXiv:2508.07043
- 2025