Yury Polyanskiy
- A mathematical perspective on Transformers
2023/12/17 by Borjan Geshkovski, Cyril Letrouit, Geshkovski, Borjan +5 · 5 voices · 51 citations
Computer Science · #Topic Modeling #cs.LG #math.AP #math.DS
- Channel Coding Rate in the Finite Blocklength Regime
2010/04/26 by Yury Polyanskiy, H. Vincent Poor, Sergio Verdu +1 · 188 citations
Computer Science · Engineering · #Error Correcting Code Techniques #Wireless Communication Security Techniques #Cooperative Communication and Network Coding
- The emergence of clusters in self-attention dynamics
2023/05/09 by Borjan Geshkovski, Cyril Letrouit, Geshkovski, Borjan +5 · 2 voices · 30 citations
#cs.LG #math.AP #stat.ML
- Quasi-Static Multiple-Antenna Fading Channels at Finite Blocklength
2013/11/08 by Wei Yang, Yang, Wei, Giuseppe Durisi +5 · 8 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Communication Techniques #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Information Theory (cs.IT)
- The Information Bottleneck Problem and Its Applications in Machine\n Learning
2020/04/30 by Ziv Goldfeld, Yury Polyanskiy, Goldfeld, Ziv +1 · 8 citations
Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Stochastic Gradient Optimization Techniques
- Convergence of Smoothed Empirical Measures with Applications to Entropy\n Estimation
2019/05/30 by Ziv Goldfeld, Kristjan Greenewald, Goldfeld, Ziv +5 · 8 citations
Computer Science · Physics and Astronomy · Engineering · #Adversarial Robustness in Machine Learning #Statistical Mechanics and Entropy #Sparse and Compressive Sensing Techniques
- Dissipation of information in channels with input constraints
2014/05/14 by Yury Polyanskiy, Yihong Wu, Polyanskiy, Yury +1 · 4 citations
Engineering · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Information Theory (cs.IT) #Markov Chains and Monte Carlo Methods #Statistical Mechanics and Entropy #Wireless Communication Security Techniques
- Dynamic metastability in the self-attention model
2024/10/09 by Borjan Geshkovski, Geshkovski, Borjan, Hugo Koubbi +5 · 13 citations
Materials Science · Physics and Astronomy · #Block Copolymer Self-Assembly #Theoretical and Computational Physics #Quantum many-body systems
- Massive Access for Future Wireless Communication Systems
2019/10/28 by Yongpeng Wu, Xiqi Gao, Wu, Yongpeng +9 · 4 citations
Engineering · #Energy Harvesting in Wireless Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #IoT Networks and Protocols #Wireless Body Area Networks
- Strong Data Processing Inequalities for Input Constrained Additive Noise Channels
2015/12/20 by Flávio P. Calmon, Calmon, Flavio P., Yury Polyanskiy +3 · 2 citations
Engineering · Computer Science · #Wireless Communication Security Techniques #Distributed Sensor Networks and Detection Algorithms #Error Correcting Code Techniques
- Sample complexity of population recovery
2017/02/18 by Yury Polyanskiy, Polyanskiy, Yury, Ananda Theertha Suresh +3 · 2 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Statistical Methods and Inference #Statistics Theory (math.ST)
- Estimating Information Flow in Deep Neural Networks
2018/10/12 by Ziv Goldfeld, E. van den Berg, Goldfeld, Ziv +11 · 3 citations
Computer Science · #Adversarial Robustness in Machine Learning #Stochastic Gradient Optimization Techniques #Domain Adaptation and Few-Shot Learning
- On Locally Decodable Source Coding
2013/08/23 by Ali Makhdoumi, Shao‐Lun Huang, Makhdoumi, Ali +5 · 2 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Algorithms and Data Compression #Error Correcting Code Techniques #DNA and Biological Computing
- Quantitative Clustering in Mean-Field Transformer Models
2025/04/20 by Shi Chen, Chen, Shi, Yury Polyanskiy +4 · 11 citations
Computer Science · Physics and Astronomy · #Nonlinear Dynamics and Pattern Formation #Theoretical and Computational Physics #Quantum many-body systems
- Sharp regret bounds for empirical Bayes and compound decision problems
2021/09/08 by Yury Polyanskiy, Polyanskiy, Yury, Yihong Wu +1 · 2 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Score-based Source Separation with Applications to Digital Communication Signals
2023/06/26 by Tejas Jayashankar, Jayashankar, Tejas, Gary C.F. Lee +9 · 3 citations
Computer Science · #Speech and Audio Processing #Blind Source Separation Techniques #Music and Audio Processing
- Unsourced Multiple Access: A Coding Paradigm for Massive Random Access
2024/08/19 by Gianluigi Liva, Liva, Gianluigi, Yury Polyanskiy +1 · 3 citations
Computer Science · Engineering · #Cooperative Communication and Network Coding #FOS: Computer and information sciences #Indoor and Outdoor Localization Technologies #Information Theory (cs.IT) #Sparse and Compressive Sensing Techniques
- Self-regularizing Property of Nonparametric Maximum Likelihood Estimator in Mixture Models
2020/08/19 by Yury Polyanskiy, Yihong Wu, Polyanskiy, Yury +1 · 1 citation
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- RF Challenge: The Data-Driven Radio Frequency Signal Separation Challenge
2024/09/13 by Alejandro Lancho, Amir Weiss, Lancho, Alejandro +11 · 3 citations
Engineering · Physics and Astronomy · #Advanced Frequency and Time Standards #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Particle accelerators and beam dynamics #Radio Astronomy Observations and Technology #Signal Processing (eess.SP) #electronic engineering #information engineering
- Rate of convergence of the smoothed empirical Wasserstein distance
2022/05/04 by Adam Block, Block, Adam, Zeyu Jia +5 · 1 citation
Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Geometric Analysis and Curvature Flows #Information Theory (cs.IT) #Markov Chains and Monte Carlo Methods #Probability (math.PR) #Statistics Theory (math.ST)
- YuriiFormer: A Suite of Nesterov-Accelerated Transformers
2026/01/30 by Aleksandr Zimin, Yury Polyanskiy, Philippe Rigollet · 2 voices
Computer Science · Mathematics · #cs.LG #cs.AI #math.OC #stat.ML
- Optimal empirical Bayes estimation for the Poisson model via minimum-distance methods
2022/09/03 by Soham Jana, Yury Polyanskiy, Jana, Soham +3 · 1 citation
Mathematics · Computer Science · #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Bayesian Methods and Mixture Models
- Minimax optimal testing by classification
2023/06/19 by Patrik Róbert Gerber, Yanjun Han, Gerber, Patrik Róbert +3 · 1 citation
Computer Science · Mathematics · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning and Algorithms #Machine Learning and Data Classification #Statistical Methods and Inference #Statistics Theory (math.ST)
- Kernel-Based Tests for Likelihood-Free Hypothesis Testing
2023/08/17 by Patrik Róbert Gerber, Gerber, Patrik Róbert, Tianze Jiang +5 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
- Sequential prediction under log-loss and misspecification
2021/01/29 by Meir Feder, Feder, Meir, Yury Polyanskiy +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Entropy Contractions in Markov Chains: Half-Step, Full-Step and Continuous-Time
2024/09/12 by Pietro Caputo, Caputo, Pietro, Zongchen Chen +5 · 1 citation
Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Markov Chains and Monte Carlo Methods #Probability (math.PR)
- Optimal Quantization for Matrix Multiplication
2024/10/17 by Or Ordentlich, Yury Polyanskiy, Ordentlich, Or +1 · 1 citation
Computer Science · Mathematics · Neuroscience · #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Mathematical Analysis and Transform Methods #Medical Image Segmentation Techniques
- Residual connections provably mitigate oversmoothing in graph neural networks
2025/01/01 by Ziang Chen, Chen, Ziang, Lin, Zhengjiang +6 · 2 citations
Computer Science · Neuroscience · Physics and Astronomy · #Advanced Thermodynamics and Statistical Mechanics #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Probability (math.PR)
- Critical attention scaling in long-context transformers
2025/10/07 by Shi Chen, Chen, Shi, Zhengjiang Lin +5 · 3 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Classical Analysis and ODEs (math.CA) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #cs.AI #cs.DM #cs.LG #math.CA
- NestQuant: Nested Lattice Quantization for Matrix Products and LLMs
2025/02/13 by Semyon Savkin, Eitan Porat, Savkin, Semyon +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)