Publications

  1. Evaluating LLM Calibration on Confidence Intervals with FermiEval

    Evaluating LLM Calibration on Confidence Intervals with FermiEval

    Elliot L Epstein, John Winnicki, Thanawat Sornwanee, Rajat Vadiraj Dwaraknath

    Second Workshop on XAI4Science: From Understanding Model Behavior to Discovering New Scientific KnowledgeBest Paper AwardBest Paper AwardOral
  2. Score-Debiased Kernel Density Estimation

    Score-Debiased Kernel Density Estimation

    Elliot L Epstein, Rajat Dwaraknath, Thanawat Sornwanee, John Winnicki, Jerry Weihong Liu

    Proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS)2025Equal contribution (all authors)
  3. Unsupervised Learning Techniques for Identification of Anomalous LZ Waveform Data

    Unsupervised Learning Techniques for Identification of Anomalous LZ Waveform Data

    John Winnicki, Maris Arthurs, Tyler Anderson, Finn H O'Shea, Maria Elena Monzani, Eric Darve

    EPJ Web of Conferences2025
  4. Matrix Sketching for Online Analysis of LCLS Imaging Datasets

    Matrix Sketching for Online Analysis of LCLS Imaging Datasets

    John Winnicki, Frederic Poitevin, Haoyuan Li, Eric Darve

    SC24-W: Workshops of the International Conference for High Performance Computing, Networking, Storage and Analysis 2024
  5. Searches for Light Dark Matter and Evidence of Coherent Elastic Neutrino-Nucleus Scattering of Solar Neutrinos with the LUX-ZEPLIN (LZ) Experiment

    Searches for Light Dark Matter and Evidence of Coherent Elastic Neutrino-Nucleus Scattering of Solar Neutrinos with the LUX-ZEPLIN (LZ) Experiment

    DS Akerib, AK Al Musalhi, F Alder, BJ Almquist, CS Amarasinghe, A Ames, TJ Anderson, N Angelides, HM Araujo, JE Armstrong, others

    arXiv preprint arXiv:2512.080652025
  6. Eulerian and Lagrangian characterization of a high-amplitude convectively unstable shoaling internal solitary wave in two dimensions.

    Eulerian and Lagrangian characterization of a high-amplitude convectively unstable shoaling internal solitary wave in two dimensions.

    Tilemachos Bolioudakis, Greg N Thomsen, Peter J Diamessis, Ren-Chieh Lien, Kevin G Lamb, John Winnicki, Gustaaf Jacobs

    Research Square preprint, Version 1 (14 November 2025)2025
  7. GNAI1 and GNAI3 reduce colitis-associated tumorigenesis in mice by blocking IL6 signaling and down-regulating expression of GNAI2

    GNAI1 and GNAI3 reduce colitis-associated tumorigenesis in mice by blocking IL6 signaling and down-regulating expression of GNAI2

    Zhi-Wei Li, Beicheng Sun, Ting Gong, Sheng Guo, Jianhua Zhang, Junlong Wang, Atsushi Sugawara, Meisheng Jiang, Junjun Yan, Alex Gurary, ra, others

    Gastroenterology2019

Under Review

  1. Flash-SD-KDE: Accelerating SD-KDE with Tensor Cores

    Flash-SD-KDE: Accelerating SD-KDE with Tensor Cores

    Elliot L Epstein, Rajat Dwaraknath, John Winnicki

    International Conference on Machine Learning (ICML)2026Submitted to ICML 2026, under review
  2. Allocate Marginal Reviews to Borderline Papers Using LLM Comparative Ranking

    Allocate Marginal Reviews to Borderline Papers Using LLM Comparative Ranking

    Elliot L Epstein, Rajat Dwaraknath, John Winnicki, Thanawat Sornwanee

    International Conference on Machine Learning (ICML)2026Submitted to ICML 2026, under review
  3. Semi-Supervised and Manifold Learning on Multi-Modal Event Representations in the LZ Dark Matter Experiment

    Semi-Supervised and Manifold Learning on Multi-Modal Event Representations in the LZ Dark Matter Experiment

    John Winnicki, Maris Arthurs, Eric Darve, Maria Elena Monzani

    Computing in High Energy and Nuclear Physics (CHEP)2026Accepted to CHEP 2026
  4. Prompt Science via LLM Self-Play in Twenty Questions

    Prompt Science via LLM Self-Play in Twenty Questions

    John Winnicki, Rajat Dwaraknath, Elliot L Epstein

    2026In preparation