JC
Jennifer Chayes
math.PRmath.COcs.LGstat.MLcs.AIcs.DScs.SIcs.GTmath.STstat.TH
On Valency
published · living versionsW_u7fa5rax·v1 · currentpublished
MLSys: The New Frontier of Machine Learning Systems
with Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen +64
1 version
Preprints & journals
84 papers in the corpus · 2007–2026Auditing the Auditors: Does Community-based Moderation Get It Right?2603.18053v2 · Yeganeh Alimohammadi, Karissa Huang, Christian Borgs et al.2026 · 0 citationsarXiv
Synthesis of Highly Crystalline Covalent Organic Frameworks Using Large Language Models.41725623 · Wang, Kaiyu, Ahn, Daehyun Daniel, Rampal, Nakul et al.2026 · 18 citationsJournal of the American Chemical Society. 2026;148(9):10094-10104
A multi-grained symmetric differential equation model for learning protein-ligand binding dynamics.41469529 · Liu, Shengchao, Du, Weitao, Xu, Hannan et al.2026 · 6 citationsNature communications. 2025;17(1):1049
Manifold-constrained nucleus-level denoising diffusion model for structure-based drug design.41052340 · Liu, Shengchao, Yan, Liang, Du, Weitao et al.2025 · 6 citationsProceedings of the National Academy of Sciences of the United States of America. 2025;122(41):e2415666122
A large deviation principle for block models2007.14508v2 · Christian Borgs, Jennifer Chayes, Julia Gaudio et al.2020 · 9 citationsCombinator. Probab. Comp. 34 (2025) 680-753
Image and Data Mining in Reticular Chemistry Using GPT-4V2312.05468v1 · Zhiling Zheng, Zhiguo He, Omar Khattab et al.2023 · 68 citationsDigital Discovery, 2024,3, 491-501
Advancing Science- and Evidence-based AI Policy2508.02748v1 · Rishi Bommasani, Sanjeev Arora, Jennifer Chayes et al.2025 · 22 citationsarXiv
Iterative Collaborative Filtering for Sparse Matrix Estimation1712.00710v4 · Christian Borgs, Jennifer Chayes, Devavrat Shah et al.2017 · 13 citationsOperations Research 70(6):3143-3175. 2021
Pinpointing the Onset of Water Harvesting in Reticular Frameworks from Structure.40454336 · Nguyen, Ha L, Darù, Andrea, Chheda, Saumil et al.2025 · 25 citationsACS central science. 2025;11(5):665-671
A Multi-Grained Symmetric Differential Equation Model for Learning Protein-Ligand Binding Dynamics2401.15122v3 · Shengchao Liu, Weitao Du, Hannan Xu et al.2024 · 6 citationsarXiv
Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-Turbo.39377539 · Rampal, Nakul, Wang, Kaiyu, Burigana, Matthew et al.2024 · 11 citationsJournal of chemical theory and computation. 2024;20(20):9128-9137
ChatGPT Research Group for Optimizing the Crystallinity of MOFs and COFs.38033801 · Zheng, Zhiling, Zhang, Oufan, Nguyen, Ha L et al.2024 · 169 citationsACS central science. 2023;9(11):2161-2170
Manifold-Constrained Nucleus-Level Denoising Diffusion Model for Structure-Based Drug Design2409.10584v2 · Shengchao Liu, Divin Yan, Weitao Du et al.2024 · 6 citationsarXiv
Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-Turbo2405.02128v1 · Nakul Rampal, Kaiyu Wang, Matthew Burigana et al.2024 · 11 citationsarXiv
Shaping the Water-Harvesting Behavior of Metal-Organic Frameworks Aided by Fine-Tuned GPT Models.38090755 · Zheng, Zhiling, Alawadhi, Ali H, Chheda, Saumil et al.2023 · 123 citationsJournal of the American Chemical Society. 2023;145(51):28284-28295
A GPT-4 Reticular Chemist for Guiding MOF Discovery2306.14915v2 · Zhiling Zheng, Zichao Rong, Nakul Rampal et al.2023 · 165 citationsAngew. Chem. Int. Ed. 2023, e202311983
ChatGPT Chemistry Assistant for Text Mining and Prediction of MOF Synthesis2306.11296v2 · Zhiling Zheng, Oufan Zhang, Christian Borgs et al.2023 · 539 citationsJ. Am. Chem. Soc. 2023, 145, 32, 18048-18062
Symmetry-Informed Geometric Representation for Molecules, Proteins, and Crystalline Materials2306.09375v1 · Shengchao Liu, Weitao Du, Yanjing Li et al.2023 · 8 citationsarXiv
Disincentivizing Polarization in Social Networks2305.14537v1 · Christian Borgs, Jennifer Chayes, Christian Ikeokwu et al.2023 · 0 citationsarXiv
Estimating Total Treatment Effect in Randomized Experiments with Unknown Network Structure2205.12803v2 · Christina Lee Yu, Edoardo M Airoldi, Christian Borgs et al.2022 · 19 citationsarXiv
Efficient sampling and counting algorithms for the Potts model on $\mathbb Z^d$ at all temperatures1909.09298v3 · Christian Borgs, Jennifer Chayes, Tyler Helmuth et al.2019 · 1 citationarXiv
Self-organized criticality in sandpiles: Nature of the critical phenomenon.9904307 · Carlson, Chayes, Grannan et al.2020 · 53 citationsPhysical review. A, Atomic, molecular, and optical physics. 1990;42(4):2467-2470
Sampling perspectives on sparse exchangeable graphs1708.03237v2 · Christian Borgs, Jennifer T. Chayes, Henry Cohn et al.2017 · 26 citationsAnnals of Probability 47 (2019), no. 5, 2754-2800
MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
Inequality for the infinite-cluster density in Bernoulli percolation.10032725 · Chayes, Chayes2019 · 35 citationsPhysical review letters. 1986;56(16):1619-1622
Self-orgainzed criticality and singular diffusion.10042625 · Carlson, Chayes, Grannan et al.2019 · 109 citationsPhysical review letters. 1990;65(20):2547-2550
General theory of lee-yang zeros in models with first-order phase transitions10990800 · Biskup, Borgs, Chayes et al.2019 · 77 citationsPhysical review letters. 2000;84(21):4794-7
Tackling Climate Change with Machine Learning1906.05433v2 · David Rolnick, Priya L. Donti, Lynn H. Kaack et al.2019 · 1,188 citationsarXiv
The Disparate Equilibria of Algorithmic Decision Making when Individuals Invest Rationally1910.04123v1 · Lydia T. Liu, Ashia Wilson, Nika Haghtalab et al.2019 · 51 citationsarXiv
An $L^p$ theory of sparse graph convergence I: limits, sparse random graph models, and power law distributions1401.2906v4 · Christian Borgs, Jennifer T. Chayes, Henry Cohn et al.2014 · 170 citationsTrans. Amer. Math. Soc. 372 (2019), 3019--3062
Limits of Sparse Configuration Models and Beyond: Graphexes and Multi-Graphexes1907.01605v1 · Christian Borgs, Jennifer T. Chayes, Souvik Dhara et al.2019 · 0 citationsarXiv
A correction to Kallenberg's theorem for jointly exchangeable random measures1907.01613v1 · Christian Borgs, Jennifer T. Chayes, Souvik Dhara et al.2019 · 1 citationarXiv
A multifactorial model of T cell expansion and durable clinical benefit in response to a PD-L1 inhibitor.30596661 · Leiserson, Mark D M, Syrgkanis, Vasilis, Gilson, Amy et al.2019 · 18 citationsPloS one. 2018;13(12):e0208422
Visualizing the Consequences of Climate Change Using Cycle-Consistent Adversarial Networks1905.03709v1 · Victor Schmidt, Alexandra Luccioni, S. Karthik Mukkavilli et al.2019 · 46 citationsarXiv
What's in a Name? Reducing Bias in Bios without Access to Protected Attributes1904.05233v1 · Alexey Romanov, Maria De-Arteaga, Hanna Wallach et al.2019 · 58 citationsarXiv
Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting1901.09451v1 · Maria De-Arteaga, Alexey Romanov, Hanna Wallach et al.2019 · 314 citationsarXiv
Private Algorithms Can Always Be Extended1810.12518v2 · Christian Borgs, Jennifer Chayes, Adam Smith et al.2018 · 2 citationsarXiv
Revealing Network Structure, Confidentially: Improved Rates for Node-Private Graphon Estimation1810.02183v1 · Christian Borgs, Jennifer Chayes, Adam Smith et al.2018 · 30 citationsarXiv
Sparse exchangeable graphs and their limits via graphon processes1601.07134v4 · Christian Borgs, Jennifer T. Chayes, Henry Cohn et al.2016 · 99 citationsJournal of Machine Learning Research 18(210):1-71, 2018
Identifiability for graphexes and the weak kernel metric1804.03277v1 · Christian Borgs, Jennifer T. Chayes, Henry Cohn et al.2018 · 9 citationsarXiv
A Multifactorial Model of T Cell Expansion and Durable Clinical Benefit in Response to a PD-L1 Inhibitor10.1101/231316v3 · Leiserson, M. D., Syrgkanis, V., Gilson, A. et al.2017 · 18 citationsbioRxiv
Unreasonable effectiveness of learning neural networks: From accessible states and robust ensembles to basic algorithmic schemes.27856745 · Baldassi, Carlo, Borgs, Christian, Chayes, Jennifer T et al.2018 · 149 citationsProceedings of the National Academy of Sciences of the United States of America. 2016;113(48):E7655-E7662
Graphons: A Nonparametric Method to Model, Estimate, and Design Algorithms for Massive Networks1706.01143v1 · Christian Borgs, Jennifer T. Chayes2017 · 10 citationsarXiv
Entropy-SGD: Biasing Gradient Descent Into Wide Valleys1611.01838v5 · Pratik Chaudhari, Anna Choromanska, Stefano Soatto et al.2016 · 415 citationsarXiv
Unreasonable Effectiveness of Learning Neural Networks: From Accessible States and Robust Ensembles to Basic Algorithmic Schemes1605.06444v3 · Carlo Baldassi, Christian Borgs, Jennifer Chayes et al.2016 · 153 citationsProc. Natl. Acad. Sci. U.S.A. 113(48):E7655-E7662, 2016
Mean-field lattice treesmath/9904184v1 · Christian Borgs, Jennifer Chayes, Remco van der Hofstad et al.1999 · 0 citationsarXiv
Maximizing Social Influence in Nearly Optimal Time1212.0884v5 · Christian Borgs, Michael Brautbar, Jennifer Chayes et al.2012 · 631 citationsarXiv
Discovering Neuronal Cell Types and Their Gene Expression Profiles Using a Spatial Point Process Mixture Model1602.01889v2 · Furong Huang, Animashree Anandkumar, Christian Borgs et al.2016 · 2 citationsarXiv
Consistent nonparametric estimation for heavy-tailed sparse graphs1508.06675v2 · Christian Borgs, Jennifer T. Chayes, Henry Cohn et al.2015 · 44 citationsarXiv
Private Graphon Estimation for Sparse Graphs1506.06162v1 · Christian Borgs, Jennifer T. Chayes, Adam Smith2015 · 45 citationsarXiv
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