Sanghamitra Dutta

1. Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD
   2018/03/03 by Sanghamitra Dutta, Dutta, Sanghamitra, Gauri Joshi +7 · 8 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel Computing and Optimization Techniques #Reinforcement Learning in Robotics #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
2. Robust Counterfactual Explanations for Neural Networks With Probabilistic Guarantees
   2023/05/19 by Faisal Hamman, Erfaun Noorani, Hamman, Faisal +7 · 7 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare
3. A Survey on the Robustness of Feature Importance and Counterfactual Explanations
   2021/10/30 by Saumitra Mishra, Sanghamitra Dutta, Mishra, Saumitra +5 · 4 citations
   Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Market Dynamics and Volatility #Stock Market Forecasting Methods
4. Fairness Under Feature Exemptions: Counterfactual and Observational\n Measures
   2020/06/14 by Sanghamitra Dutta, Dutta, Sanghamitra, Praveen Venkatesh +7 · 2 citations
   Business, Management and Accounting · Social Sciences · #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Regulation and Compliance Studies
5. Model Reconstruction Using Counterfactual Explanations: A Perspective From Polytope Theory
   2024/05/08 by P. B. R. Dissanayake, Pasan Dissanayake, Dissanayake, Pasan +2 · 1 voice · 3 citations
   Computer Science · Decision Sciences · Mathematics · #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #cs.CR #cs.CY #cs.IT #cs.LG #stat.ML
6. CodeNet: Training Large Scale Neural Networks in Presence of Soft-Errors
   2019/03/04 by Sanghamitra Dutta, Dutta, Sanghamitra, Ziqian Bai +5 · 1 citation
   Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Distributed #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Information Theory (cs.IT) #Machine Learning (cs.LG) #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
7. Information Flow in Computational Systems
   2019/02/06 by Praveen Venkatesh, Sanghamitra Dutta, Pulkit Grover · 1 voice
   Biochemistry, Genetics and Molecular Biology · Computer Science · Neuroscience · #Computability, Logic, AI Algorithms #Neural dynamics and brain function #Topological and Geometric Data Analysis #cs.IT #q-bio.NC
8. T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning
   2025/06/02 by Yanjun Fu, Fu, Yanjun, Faisal Hamman +3 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG)
9. Hyper-parameter Tuning for Fair Classification without Sensitive Attribute Access
   2023/02/02 by Akshaj Kumar Veldanda, Ivan Brugere, Veldanda, Akshaj Kumar +7 · 1 citation
   Social Sciences · #Ethics and Social Impacts of AI
10. Counterfactual Explanations for Model Ensembles Using Entropic Risk Measures
    2025/03/11 by Erfaun Noorani, Noorani, Erfaun, P. B. R. Dissanayake +5 · 1 citation
    Computer Science · Decision Sciences · #Computers and Society (cs.CY) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Scientific Computing and Data Management #Systems and Control (eess.SY) #electronic engineering #information engineering
11. Demystifying the Accuracy-Interpretability Trade-Off: A Case Study of Inferring Ratings from Reviews
    2025/03/10 by Michael P. Brundage, Atrey, Pranjal, Min‐Hsien Wu +4 · 2 citations
    Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG)