| 2026 | COLT | Tight Long-Term Tail Decay of (Clipped) SGD in Non-Convex Optimization. | Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya Kar, Ali H. Sayed |
| 2025 | AISTATS | High-probability Convergence Bounds for Online Nonlinear Stochastic Gradient Descent under Heavy-tailed Noise. | Aleksandar Armacki, Shuhua Yu, Pranay Sharma, Gauri Joshi, Dragana Bajovic, Dusan Jakovetic, Soummya Kar |
| 2024 | ACSSC | Distributed Gradient Clustering: Convergence and the Effect of Initialization. | Aleksandar Armacki, Himkant Sharma, Dragana Bajovic, Dusan Jakovetic, Mrityunjoy Chakraborty, Soummya Kar |
| 2024 | ICASSP | Learning Dynamics of Low-Precision Clipped SGD with Momentum. | Roula Nassif, Soummya Kar, Stefan Vlaski |
| 2023 | ACSSC | Variance Reduced Stochastic Optimization Over Directed Graphs with Row and Column Stochastic Weights. | Muhammad I. Qureshi, Ran Xin, Soummya Kar, Usman A. Khan |
| 2023 | AISTATS | Large deviations rates for stochastic gradient descent with strongly convex functions. | Dragana Bajovic, Dusan Jakovetic, Soummya Kar |
| 2022 | ICML | Gradient Based Clustering. | Aleksandar Armacki, Dragana Bajovic, Dusan Jakovetic, Soummya Kar |
| 2021 | ACSSC | Resilient decentralized optimization in multi-agent networks with data injection attack. | Shuhua Yu, Yuan Chen, Soummya Kar |
| 2021 | ICASSP | A Decentralized Variance-Reduced Method for Stochastic Optimization Over Directed Graphs. | Muhammad I. Qureshi, Ran Xin, Soummya Kar, Usman A. Khan |
| 2021 | ICML | A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization. | Ran Xin, Usman A. Khan, Soummya Kar |
| 2020 | ACSSC | Finite-Time In-Network Computation of Linear Transforms. | Soummya Kar, Markus Pschel, Jos M. F. Moura |
| 2020 | ACSSC | Exploring the Error-Runtime Trade-off in Decentralized Optimization. | Jianyu Wang, Anit Kumar Sahu, Gauri Joshi, Soummya Kar |
| 2020 | ICASSP | Resilient Distributed Recovery of Large Fields. | Yuan Chen, Soummya Kar, Jos M. F. Moura |
| 2020 | SENSYS | COHORT: Coordination of Heterogeneous Thermostatically Controlled Loads for Demand Flexibility. | Bingqing Chen, Jonathan Francis, Marco Pritoni, Soummya Kar, Mario Bergs |
| 2019 | ACSSC | Distributed empirical risk minimization over directed graphs. | Ran Xin, Anit Kumar Sahu, Soummya Kar, Usman A. Khan |
| 2019 | AISTATS | Towards Gradient Free and Projection Free Stochastic Optimization. | Anit Kumar Sahu, Manzil Zaheer, Soummya Kar |
| 2019 | CISS | Optimal Sensor Placement for Topology Identification in Smart Power Grids. | Ananth Narayan Samudrala, M. Hadi Amini, Soummya Kar, Rick S. Blum |
| 2019 | ICASSP | Secure Analytics and Resilient Inference for the Internet of Things. | Yuan Chen, Soummya Kar, Jos M. F. Moura |
| 2019 | ISIT | Coded Elastic Computing. | Yaoqing Yang, Matteo Interlandi, Pulkit Grover, Soummya Kar, Saeed Amizadeh, Markus Weimer |
| 2019 | MSWIM | Distributed Intelligent Algorithm for Interdependent Electrified Transportation and Power Networks. | M. Hadi Amini, Javad Mohammadi, Soummya Kar |
| 2018 | ACSSC | Best-Response Dynamics in Continuous Potential Games: Non-Convergence to Saddle Points. | Brian Swenson, Ryan W. Murray, Soummya Kar, H. Vincent Poor |
| 2018 | ISIT | Large Deviations for Products of Non-I.i.d. Stochastic Matrices with Application to Distributed Detection. | Dragana Bajovic, Dusan Jakovetic, Anit Kumar Sahu, Soummya Kar |
| 2018 | ISIT | CREDO: A Communication-Efficient Distributed Estimation Algorithm. | Anit Kumar Sahu, Dusan Jakovetic, Soummya Kar |
| 2018 | ISIT | Coding for a Single Sparse Inverse Problem. | Yaoqing Yang, Pulkit Grover, Soummya Kar |
| 2017 | ACSSC | Detecting adversaries in distributed estimation. | Yuan Chen, Soummya Kar, Jos M. F. Moura |
| 2017 | ACSSC | Distributed convergence verification for Gaussian belief propagation. | Jian Du, Soummya Kar, Jos M. F. Moura |
| 2017 | ICASSP | Convergence analysis of the information matrix in Gaussian Belief Propagation. | Jian Du, Shaodan Ma, Yik-Chung Wu, Soummya Kar, Jos M. F. Moura |
| 2017 | ICASSP | Fast path localization on graphs via multiscale Viterbi decoding. | Yaoqing Yang, Siheng Chen, Mohammad Ali Maddah-Ali, Pulkit Grover, Soummya Kar, Jelena Kovacevic |
| 2017 | ICDM | Reputation-Based Ranking Systems and Their Resistance to Bribery. | Joo Sade, Guilherme Ramos, Carlos Caleiro, Soummya Kar |
| 2016 | ACSSC | Thermodynamic limit of interacting particle systems over dynamical networks. | Augusto Almeida Santos, Soummya Kar, Jos M. F. Moura, Joo Xavier |
| 2016 | ACSSC | Computationally efficient learning in large-scale games: Sampled fictitious play revisited. | Brian Swenson, Soummya Kar, Joo Xavier |
| 2016 | ICASSP | Distributed generalized likelihood ratio tests: Fundamental limits and tradeoffs. | Anit Kumar Sahu, Soummya Kar |
| 2016 | IJCNN | On the design of phase locked loop oscillatory neural networks: Mitigation of transmission delay effects. | Rongye Shi, Thomas C. Jackson, Brian Swenson, Soummya Kar, Lawrence T. Pileggi |
| 2016 | ISIT | Distributed recursive composite hypothesis testing: Imperfect communication. | Anit Kumar Sahu, Soummya Kar |
| 2016 | ISIT | Coding for lossy function computation: Analyzing sequential function computation with distortion accumulation. | Yaoqing Yang, Pulkit Grover, Soummya Kar |
| 2016 | ISIT | Computing linear transforms with unreliable components. | Yaoqing Yang, Pulkit Grover, Soummya Kar |
| 2016 | ISIT | Energy efficient distributed coding for data collection in a noisy sparse network. | Yaoqing Yang, Soummya Kar, Pulkit Grover |
| 2015 | ACSSC | On asynchronous implementations of fictitious play for distributed learning. | Brian Swenson, Soummya Kar, Joo Xavier |
| 2015 | ICASSP | Cyber-physical systems: Dynamic sensor attacks and strong observability. | Yuan Chen, Soummya Kar, Jos M. F. Moura |
| 2015 | ICASSP | Distributed Kalman Filtering with quantized sensing state. | Di Li, Soummya Kar, Shuguang Cui |
| 2014 | ACSSC | Sensor placement for real-time dynamic state estimation in power systems: Structural systems approach. | Pedro Rocha, Srgio Daniel Pequito, Soummya Kar, A. Pedro Aguiar, Paula Rocha |
| 2014 | ACSSC | Distributed sequential detection for Gaussian binary hypothesis testing: Heterogeneous networks. | Anit Kumar Sahu, Soummya Kar |
| 2014 | ACSSC | Game-theoretic learning in a distributed-information setting: Distributed convergence to mean-centric equilibria. | Brian Swenson, Soummya Kar, Joo Xavier |
| 2014 | CISS | Strong convergence to mixed equilibria in fictitious play. | Brian Swenson, Soummya Kar, Joo Manuel Freitas Xavier |
| 2014 | ICASSP | Finite-time distributed consensus through graph filters. | Aliaksei Sandryhaila, Soummya Kar, Jos M. F. Moura |
| 2013 | SIGMOD | Identifying small subsets of agents for behavior tracking and abnormal event detection in dynamic networks. | Joya A. Deri, Soummya Kar, Srgio Daniel Pequito, Jos M. F. Moura |
| 2012 | ACSSC | Competitive privacy in the smart grid. | Lalitha Sankar, Soummya Kar, H. Vincent Poor |
| 2012 | ACSSC | Distributed learning in large-scale multi-agent games: A modified fictitious play approach. | Brian Swenson, Soummya Kar, Joo Manuel Freitas Xavier |
| 2012 | ICASSP | Distributed estimation in sensor networks with imperfect model information: An adaptive learning-based approach. | Qing Zhou, Soummya Kar, Lauren M. Huie, Shuguang Cui |
| 2011 | ACSSC | A coordination-free distributed algorithm for simple assignment problems using randomized actions. | Usman A. Khan, Soummya Kar |
| 2011 | GLOBECOM | Robust Distributed Least-Squares Estimation in Sensor Networks with Node Failures. | Qing Zhou, Soummya Kar, Lauren M. Huie, H. Vincent Poor, Shuguang Cui |
| 2011 | ICASSP | Convergence results in distributed Kalman filtering. | Soummya Kar, Shuguang Cui, H. Vincent Poor, Jos M. F. Moura |
| 2011 | ICASSP | Global emergent behaviors in clouds of agents. | Soummya Kar, Jos M. F. Moura |
| 2011 | ISIT | Distributed detection in noisy sensor networks. | Soummya Kar, Ravi Tandon, H. Vincent Poor, Shuguang Cui |
| 2010 | ICASSP | Designing the parameters of high dimensional consensus: Multi-objective optimization and pareto-optimality. | Usman A. Khan, Soummya Kar, Jos M. F. Moura |
| 2009 | ICASSP | A mixed time-scale algorithm for distributed parameter estimation : Nonlinear observation models and imperfect communication. | Soummya Kar, Jos M. F. Moura |
| 2009 | ICASSP | Higher dimensional consensus algorithms in sensor networks. | Usman A. Khan, Soummya Kar, Jos M. F. Moura |
| 2008 | ACSSC | Distributed linear parameter estimation in sensor networks: Convergence properties. | Soummya Kar, Jos M. F. Moura |
| 2008 | ACSSC | A linear iterative algorithm for distributed sensor localization. | Usman A. Khan, Soummya Kar, Jos M. F. Moura |
| 2008 | ICASSP | Distributed average consensus in sensor networks with quantized inter-sensor communication. | Soummya Kar, Jos M. F. Moura |
| 2007 | ICASSP | Distributed Average Consensus in Sensor Networks with Random Link Failures. | Soummya Kar, Jos M. F. Moura |