Kannan Ramchandran
- Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates
2018/03/05 by Dong Yin, Yin, Dong, Yudong Chen +5 · 82 citations
Computer Science · #Bayesian Modeling and Causal Inference #Cryptography and Security (cs.CR) #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Parallel #and Cluster Computing (cs.DC)
- Estimation from Pairwise Comparisons: Sharp Minimax Bounds with Topology\n Dependence
2015/05/06 by Nihar B. Shah, Shah, Nihar B., Sivaraman Balakrishnan +9 · 21 citations
Computer Science · Economics, Econometrics and Finance · Mathematics · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Game Theory and Voting Systems #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistical Methods and Inference
- Rademacher Complexity for Adversarially Robust Generalization
2018/10/29 by Dong Yin, Yin, Dong, Kannan Ramchandran +3 · 12 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- Neurotoxin: Durable Backdoors in Federated Learning
2022/06/12 by Zhengming Zhang, Zhang, Zhengming, Ashwinee Panda +13 · 11 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning
2020/09/23 by Swanand Kadhe, Nived Rajaraman, Kadhe, Swanand +5 · 10 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Looped Transformers for Length Generalization
2024/09/24 by Ying Fan, Fan, Ying, Yilun Du +5 · 15 citations
Computer Science · #Neural Networks and Applications
- Gradient Diversity: a Key Ingredient for Scalable Distributed Learning
2017/06/18 by Dong Yin, Yin, Dong, Ashwin Pananjady +11 · 1 voice · 2 citations
Computer Science · Mathematics · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC) #cs.DC #cs.LG
- VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data
2025/02/10 by Thomas Zeng, Zeng, Thomas, Shuibai Zhang +27 · 15 citations
Business, Management and Accounting · #Business Process Modeling and Analysis
- A Survey on Network Codes for Distributed Storage
2010/04/26 by Alexandros G. Dimakis, Dimakis, Alexandros G., Kannan Ramchandran +5 · 3 citations
Computer Science · #Cooperative Communication and Network Coding #Advanced Data Storage Technologies #Caching and Content Delivery
- Transformers on Markov Data: Constant Depth Suffices
2024/07/25 by Nived Rajaraman, Rajaraman, Nived, Marco Bondaschi +7 · 8 citations
Computer Science · Mathematics · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Stochastic Gradient Optimization Techniques
- SAFFRON: A Fast, Efficient, and Robust Framework for Group Testing based\n on Sparse-Graph Codes
2015/08/18 by Kangwook Lee, Ramtin Pedarsani, Lee, Kangwook +3 · 2 citations
Immunology and Microbiology · Medicine · #FOS: Computer and information sciences #HIV Research and Treatment #HIV/AIDS drug development and treatment #Information Theory (cs.IT) #SARS-CoV-2 detection and testing
- Fractional Repetition Codes for Repair in Distributed Storage Systems
2010/10/13 by Salim El Rouayheb, Rouayheb, Salim El, Kannan Ramchandran +1 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT)
- Securing Dynamic Distributed Storage Systems against Eavesdropping and\n Adversarial Attacks
2010/09/13 by Sameer Pawar, Salim El Rouayheb, Pawar, Sameer +3 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Distributed systems and fault tolerance #Caching and Content Delivery
- Codes Can Reduce Queueing Delay in Data Centers
2012/02/07 by Longbo Huang, Huang, Longbo, Sameer Pawar +5 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Peer-to-Peer Network Technologies
- Pairwise Proximal Policy Optimization: Harnessing Relative Feedback for LLM Alignment
2023/09/30 by Tianhao Wu, Banghua Zhu, Wu, Tianhao +9 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
- Information-theoretically Secure Erasure Codes for Distributed Storage
2015/08/16 by Nihar B. Shah, K. V. Rashmi, Shah, Nihar B. +5 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Cryptography and Security (cs.CR) #Distributed systems and fault tolerance #FOS: Computer and information sciences #Information Theory (cs.IT)
- Active Ranking from Pairwise Comparisons and when Parametric Assumptions Don't Help
2016/06/28 by Reinhard Heckel, Nihar B. Shah, Heckel, Reinhard +5 · 1 citation
Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Game Theory and Voting Systems #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Gradient Coding Based on Block Designs for Mitigating Adversarial\n Stragglers
2019/04/30 by Swanand Kadhe, Kadhe, Swanand, O. Ozan Koyluoglu +3 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Stochastic Gradient Optimization Techniques #Topological and Geometric Data Analysis #and Cluster Computing (cs.DC)
- Communication-Efficient and Byzantine-Robust Distributed Learning with\n Error Feedback
2019/11/21 by Avishek Ghosh, Ghosh, Avishek, Raj Kumar Maity +7 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Provably Breaking the Quadratic Error Compounding Barrier in Imitation Learning, Optimally
2021/02/25 by Nived Rajaraman, Rajaraman, Nived, Yanjun Han +7 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Decentralized Competing Bandits in Non-Stationary Matching Markets
2022/05/31 by Avishek Ghosh, Abishek Sankararaman, Ghosh, Avishek +7 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Search Problems
- Minimax Optimal Online Imitation Learning via Replay Estimation
2022/05/30 by Gokul Swamy, Nived Rajaraman, Swamy, Gokul +13 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Statistical Complexity and Optimal Algorithms for Non-linear Ridge Bandits
2023/02/12 by Nived Rajaraman, Rajaraman, Nived, Yanjun Han +5 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistics Theory (math.ST)
- MRI Reconstruction with Side Information using Diffusion Models
2023/03/26 by Brett Levac, Levac, Brett, Ajil Jalal +5 · 1 citation
Computer Science · Mathematics · #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Signal Processing (eess.SP) #Statistical Methods and Inference #electronic engineering #information engineering
- Network Coding for Distributed Storage Systems
2008/03/05 by Alexandros G. Dimakis, P. Brighten Godfrey, Dimakis, Alexandros G. +6 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
- Learning to Understand: Identifying Interactions via the Möbius Transform
2024/02/04 by Justin Kang, Yigit Efe Erginbas, Kang, Justin S. +7 · 1 citation
Computer Science · #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG)
- Exact Regeneration Codes for Distributed Storage Repair Using\n Interference Alignment
2009/12/31 by Changho Suh, Suh, Changho, Kannan Ramchandran +1 · 2 citations
Computer Science · #Advanced Data Storage Technologies #Caching and Content Delivery #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT)
- An Adaptive Multi-channel P2P Video-on-Demand System using Plug-and-Play Helpers
2010/11/24 by Hao Zhang, Minghua Chen, Zhang, Hao +5 · 1 citation
Computer Science · Social Sciences · #Peer-to-Peer Network Technologies #Caching and Content Delivery #Multimedia Communication and Technology
- Fantastic Adaptive Taxonomies and How to Use Them
2026/07/17 by Mert Cemri, Andrei Cojocaru, Melissa Pan +9
Computer Science · #cs.AI #cs.SE