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Aaditya Ramdas

  1. Hypothesis Testing with E-values
    2024/10/31 by Aaditya Ramdas, Ramdas, Aaditya, Ruodu Wang +1 · 5 voices · 36 citations
    Computer Science · Engineering · #Neural Networks and Applications #Machine Learning and Data Classification #Advanced Data Processing Techniques
  2. Conformal prediction beyond exchangeability
    2022/02/27 by Rina Foygel Barber, Emmanuel J. Candès, Barber, Rina Foygel +5 · 49 citations
    Engineering · Computer Science · #Energy Load and Power Forecasting #Data Stream Mining Techniques #Machine Learning and Data Classification
  3. Time-uniform, nonparametric, nonasymptotic confidence sequences
    2021/04/01 by Steven R. Howard, Aaditya Ramdas, Jon McAuliffe +1 · 36 citations
    Mathematics · #Statistical Methods and Inference #Random Matrices and Applications #Advanced Causal Inference Techniques
  4. Game-theoretic statistics and safe anytime-valid inference
    2022/10/04 by Aaditya Ramdas, Peter Grünwald, Ramdas, Aaditya +5 · 4 voices · 20 citations
    #math.ST #cs.GT #cs.IT #stat.ME
  5. On Wasserstein Two Sample Testing and Related Families of Nonparametric\n Tests
    2015/09/07 by Aaditya Ramdas, Ramdas, Aaditya, N. Garcı́a +3 · 19 citations
    Computer Science · Mathematics · #Advanced Statistical Methods and Models #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
  6. Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy
    2016/11/14 by Danica J. Sutherland, Sutherland, Danica J., Hsiao-Yu Fish Tung +11 · 11 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Neural and Evolutionary Computing (cs.NE)
  7. False discovery rate control with e-values
    2020/09/06 by Ruodu Wang, Wang, Ruodu, Aaditya Ramdas +1 · 12 citations
    Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Decision-Making and Behavioral Economics #FOS: Mathematics #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  8. Fast Two-Sample Testing with Analytic Representations of Probability\n Measures
    2015/06/15 by Kacper Chwialkowski, Chwialkowski, Kacper, Aaditya Ramdas +5 · 10 citations
    Computer Science · Decision Sciences · Mathematics · #62G10 #Advanced Bandit Algorithms Research #Algorithms and Data Compression #FOS: Computer and information sciences #G.3 #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Statistical Methods and Inference
  9. Top-label calibration and multiclass-to-binary reductions
    2021/07/18 by Chirag Gupta, Gupta, Chirag, Aaditya Ramdas +1 · 7 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME)
  10. Anytime-valid off-policy inference for contextual bandits
    2022/10/19 by Ian Waudby-Smith, Lili Wu, Waudby-Smith, Ian +7 · 9 citations
    Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Mobile Crowdsensing and Crowdsourcing #Statistics Theory (math.ST)
  11. E-detectors: a nonparametric framework for sequential change detection
    2022/03/07 by Jaehyeok Shin, Aaditya Ramdas, Shin, Jaehyeok +3 · 6 citations
    Decision Sciences · Mathematics · #Advanced Statistical Process Monitoring #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Probability and Statistical Research #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  12. Distribution-free calibration guarantees for histogram binning without sample splitting
    2021/05/10 by Chirag Gupta, Gupta, Chirag, Aaditya Ramdas +1 · 5 citations
    Computer Science · #Neural Networks and Applications #Advanced Vision and Imaging #Image and Object Detection Techniques
  13. Testing exchangeability: fork-convexity, supermartingales, and\n e-processes
    2021/01/31 by Aaditya Ramdas, Johannes Ruf, Ramdas, Aaditya +5 · 5 citations
    Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Game Theory and Voting Systems #Italy: Economic History and Contemporary Issues
  14. A Permutation-free Kernel Two-Sample Test
    2022/11/27 by Shubhanshu Shekhar, Ilmun Kim, Shekhar, Shubhanshu +3 · 6 citations
    Computer Science · Mathematics · #Advanced Statistical Methods and Models #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
  15. Semiparametric Efficient Inference in Adaptive Experiments
    2023/11/30 by Thomas Cook, Alan Mishler, Cook, Thomas +3 · 7 citations
    Mathematics · Decision Sciences · #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials #Advanced Bandit Algorithms Research
  16. A Permutation-Free Kernel Independence Test
    2022/12/18 by Shubhanshu Shekhar, Shekhar, Shubhanshu, Ilmun Kim +3 · 5 citations
    Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
  17. The numeraire e-variable and reverse information projection
    2024/02/29 by Martin Larsson, Larsson, Martin, Aaditya Ramdas +3 · 6 citations
    Agricultural and Biological Sciences · Computer Science · Decision Sciences · #Agriculture and Rural Development Research #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Scheduling and Timetabling Solutions #Statistics Theory (math.ST)
  18. Are sample means in multi-armed bandits positively or negatively biased?
    2019/05/27 by Jaehyeok Shin, Aaditya Ramdas, Shin, Jaehyeok +3 · 3 citations
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Reinforcement Learning in Robotics
  19. Time-uniform central limit theory and asymptotic confidence sequences
    2021/03/11 by Ian Waudby-Smith, Waudby-Smith, Ian, David Arbour +7 · 4 citations
    Computer Science · Decision Sciences · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Probability and Risk Models #Statistics Theory (math.ST)
  20. Merging uncertainty sets via majority vote
    2024/01/17 by Matteo Gasparin, Gasparin, Matteo, Aaditya Ramdas +1 · 5 citations
    Economics, Econometrics and Finance · Decision Sciences · #Game Theory and Voting Systems #Auction Theory and Applications
  21. Confidence sequences for sampling without replacement
    2020/06/08 by Ian Waudby-Smith, Waudby-Smith, Ian, Aaditya Ramdas +1 · 3 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Advanced Statistical Process Monitoring #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistics Theory (math.ST)
  22. Auditing Fairness by Betting
    2023/05/27 by Ben Chugg, Santiago Cortes-Gomez, Chugg, Ben +5 · 4 citations
    Social Sciences · Computer Science · Economics, Econometrics and Finance · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Sports Analytics and Performance
  23. Fully Adaptive Composition in Differential Privacy
    2022/03/10 by Justin Whitehouse, Whitehouse, Justin, Aaditya Ramdas +5 · 3 citations
    Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data
  24. Online multiple testing with e-values
    2023/11/10 by Ziyu Xu, Aaditya Ramdas, Xu, Ziyu +1 · 4 citations
    Mathematics · Medicine · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #SARS-CoV-2 detection and testing #Statistical Methods in Clinical Trials
  25. On the power of conditional independence testing under model-X
    2020/05/12 by Eugene Katsevich, Katsevich, Eugene, Aaditya Ramdas +1 · 2 citations
    Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
  26. Fast and Powerful Conditional Randomization Testing via Distillation
    2020/06/06 by Molei Liu, Liu, Molei, Eugene Katsevich +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Mathematics · #FOS: Computer and information sciences #Gene expression and cancer classification #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
  27. An Efficient Doubly-Robust Test for the Kernel Treatment Effect
    2023/04/26 by Diego Martinez-Taboada, Aaditya Ramdas, Martinez-Taboada, Diego +3 · 3 citations
    Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
  28. A unified recipe for deriving (time-uniform) PAC-Bayes bounds
    2023/02/07 by Ben Chugg, Chugg, Ben, Hongjian Wang +3 · 5 citations
    Mathematics · Decision Sciences · #Statistical Methods and Inference #Risk and Portfolio Optimization #Statistical Methods and Bayesian Inference
  29. DAGGER: A sequential algorithm for FDR control on DAGs
    2017/09/29 by Aaditya Ramdas, Jianbo Chen, Ramdas, Aaditya +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Gene expression and cancer classification #Genetic Associations and Epidemiology #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  30. Online control of the false discovery rate with decaying memory
    2017/10/02 by Aaditya Ramdas, Fanny Yang, Ramdas, Aaditya +5 · 2 citations
    Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  31. A Sequential Test for Log-Concavity
    2023/01/09 by Aditya Gangrade, Alessandro Rinaldo, Gangrade, Aditya +3 · 2 citations
    Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
  32. Sequential Predictive Two-Sample and Independence Testing
    2023/04/29 by Aleksandr Podkopaev, Podkopaev, Aleksandr, Aaditya Ramdas +1 · 2 citations
    Computer Science · Economics, Econometrics and Finance · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Sports Analytics and Performance #Statistical Methods and Inference #Statistics Theory (math.ST)
  33. A framework for Multi-A(rmed)/B(andit) testing with online FDR control
    2017/06/16 by Fanny Yang, Aaditya Ramdas, Yang, Fanny +5 · 1 citation
    Computer Science · #VLSI and Analog Circuit Testing
  34. SAFFRON: an adaptive algorithm for online control of the false discovery rate
    2018/02/25 by Aaditya Ramdas, Ramdas, Aaditya, Tijana Zrnic +5 · 1 citation
    Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  35. Distribution-Free Prediction Sets for Two-Layer Hierarchical Models
    2018/09/20 by Robin Dunn, Larry Wasserman, Dunn, Robin +3 · 1 citation
    Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning in Healthcare #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
  36. ADDIS: an adaptive discarding algorithm for online FDR control with conservative nulls
    2019/05/27 by Jinjin Tian, Tian, Jinjin, Aaditya Ramdas +1 · 1 citation
    Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  37. A unified framework for bandit multiple testing
    2021/07/15 by Ziyu Xu, Ruodu Wang, Xu, Ziyu +3 · 2 citations
    Decision Sciences · Computer Science · Mathematics · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Statistical Methods in Clinical Trials
  38. Testing exchangeability by pairwise betting
    2023/10/22 by Aytijhya Saha, Aaditya Ramdas, Saha, Aytijhya +1 · 2 citations
    Economics, Econometrics and Finance · Mathematics · Computer Science · #Sports Analytics and Performance #Statistical Methods and Inference #Advanced Database Systems and Queries
  39. Universal Inference Meets Random Projections: A Scalable Test for Log-concavity
    2021/11/17 by Robin Dunn, Dunn, Robin, Gangrade, Aditya +4 · 1 citation
    Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
  40. A composite generalization of Ville's martingale theorem
    2022/03/09 by Johannes Ruf, Ruf, Johannes, Martin Larsson +5 · 2 citations
    Computer Science · Economics, Econometrics and Finance · Mathematics · #Computability, Logic, AI Algorithms #Stochastic processes and financial applications #Advanced Topology and Set Theory
  41. Offline changepoint localization using a matrix of conformal p-values
    2025/05/01 by Sanjit Dandapanthula, Dandapanthula, Sanjit, Aaditya Ramdas +1 · 3 citations
    Mathematics · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Methodology (stat.ME) #Signal Processing (eess.SP) #Statistical and numerical algorithms #Statistics Theory (math.ST) #electronic engineering #information engineering
  42. Counterfactually Comparing Abstaining Classifiers
    2023/05/17 by Yo Joong Choe, Aditya Gangrade, Choe, Yo Joong +3 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  43. Game-Theoretic Statistics and Safe Anytime-Valid Inference
    2023/11/01 by Aaditya Ramdas, Peter Grünwald, Vladimir Vovk +1 · 1 voice · 1 citation
    Decision Sciences · Mathematics · #Advanced Statistical Process Monitoring #Statistical Methods and Inference #Statistical Methods in Clinical Trials
  44. Online Platt Scaling with Calibeating
    2023/04/28 by Chirag Gupta, Gupta, Chirag, Aaditya Ramdas +1 · 1 citation
    Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Network Security and Intrusion Detection #Statistics Theory (math.ST)
  45. Fast and Flexible ADMM Algorithms for Trend Filtering
    2015/06/25 by Aaditya Ramdas, Ryan J. Tibshirani · 1 citation
    Decision Sciences · Engineering · Mathematics · #Probabilistic and Robust Engineering Design #Sparse and Compressive Sensing Techniques #Statistical Methods and Inference
  46. Reducing sequential change detection to sequential estimation
    2023/09/16 by Shubhanshu Shekhar, Shekhar, Shubhanshu, Aaditya Ramdas +1 · 1 citation
    Decision Sciences · Computer Science · Medicine · #Advanced Statistical Process Monitoring #Data Stream Mining Techniques #Clinical Laboratory Practices and Quality Control
  47. Scalable Causal Structure Learning via Amortized Conditional Independence Testing
    2023/10/25 by James Leiner, Brian Manzo, Leiner, James +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Gene expression and cancer classification #Bioinformatics and Genomic Networks #Bayesian Modeling and Causal Inference
  48. Sequential Kernelized Stein Discrepancy
    2024/09/26 by Diego Martinez-Taboada, Aaditya Ramdas, Martinez-Taboada, Diego +1 · 1 citation
    Engineering · Mathematics · #Advanced Numerical Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Approximation and Integration
  49. Improving the statistical efficiency of cross-conformal prediction
    2025/03/03 by Matteo Gasparin, Gasparin, Matteo, Aaditya Ramdas +1 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Machine Learning in Bioinformatics #Machine Learning and Data Classification #Genetics, Bioinformatics, and Biomedical Research
  50. Rows vs Columns for Linear Systems of Equations - Randomized Kaczmarz or Coordinate Descent?
    2014/06/20 by Aaditya Ramdas, Ramdas, Aaditya · 1 citation
    Computer Science · Mathematics · #Stochastic Gradient Optimization Techniques #Statistical Methods and Inference #Markov Chains and Monte Carlo Methods
  51. Risk-limiting Financial Audits via Weighted Sampling without Replacement
    2023/05/08 by Shubhanshu Shekhar, Shekhar, Shubhanshu, Ziyu Xu +7 · 1 citation
    Computer Science · Decision Sciences · #Adversarial Robustness in Machine Learning #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Auction Theory and Applications #FOS: Computer and information sciences #FOS: Mathematics #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
  52. Anytime-Valid Inference for Double/Debiased Machine Learning of Causal Parameters
    2024/08/18 by Abhinandan Dalal, Patrick Blöbaum, Dalal, Abhinandan +5 · 1 citation
    Computer Science · Engineering · #Bayesian Modeling and Causal Inference #Econometrics (econ.EM) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Fault Detection and Control Systems #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
  53. Active multiple testing with proxy p-values and e-values
    2025/02/08 by Ziyu Xu, Catherine Wang, Xu, Ziyu +7 · 1 citation
    Computer Science · Mathematics · #VLSI and Analog Circuit Testing #Statistical Methods in Clinical Trials #Software Testing and Debugging Techniques
  54. On the near-optimality of betting confidence sets for bounded means
    2023/10/02 by Shubhanshu Shekhar, Aaditya Ramdas, Shekhar, Shubhanshu +1 · 1 citation
    Mathematics · Decision Sciences · #Statistical Methods and Inference #Advanced Statistical Process Monitoring #Statistical Methods and Bayesian Inference
  55. Distribution-uniform strong laws of large numbers
    2024/02/01 by Ian Waudby-Smith, Martin Larsson, Waudby-Smith, Ian +3 · 1 citation
    Decision Sciences · Economics, Econometrics and Finance · #FOS: Mathematics #Probability (math.PR) #Probability and Risk Models #Statistics Theory (math.ST) #Stochastic processes and financial applications
  56. On Stopping Times of Power-one Sequential Tests: Tight Lower and Upper Bounds
    2025/04/28 by Shubhada Agrawal, Agrawal, Shubhada, Aaditya Ramdas +1 · 1 citation
    Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Probability and Risk Models #Statistics Theory (math.ST) #Wireless Communication Security Techniques
  57. Conditional independence testing with a single realization of a multivariate nonstationary nonlinear time series
    2025/04/30 by Michael Wieck-Sosa, Michel Ferreira Cardia Haddad, Wieck-Sosa, Michael +3 · 1 citation
    Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical and numerical algorithms #Statistics Theory (math.ST)
  58. Gaffke's confidence interval for the mean of bounded data is inadmissible but asymptotically efficient
    2026/07/21 by Jiahao Ming, Aaditya Ramdas, Yi Shen +2 · 3 citations
    #math.ST #cs.IT #eess.SP #math.IT #math.PR #stat.ME #stat.TH
  59. Non-partitioned e-detectors for nonparametric sequential change detection
    2026/07/30 by Aytijhya Saha, Aaditya Ramdas
    Mathematics · #math.ST #stat.ME #stat.ML #stat.TH
  60. Monte Carlo testing: non-asymptotic guarantees without joint exchangeability
    2026/07/25 by Rina Foygel Barber, Aaditya Ramdas
    #stat.ME #math.ST #stat.TH