Mitra, Siddharth

1. Fast Convergence of Φ-Divergence Along the Unadjusted Langevin Algorithm and Proximal Sampler
   2024/10/14 by Siddharth Mitra, Mitra, Siddharth, Andre Wibisono +1 · 7 citations
   Computer Science · Engineering · Mathematics · #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Statistics Theory (math.ST) #Tensor decomposition and applications
2. On Adaptivity in Information-constrained Online Learning
   2019/10/19 by Mitra, Siddharth, Gopalan, Aditya · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Characterizing Dependence of Samples along the Langevin Dynamics and Algorithms via Contraction of Φ-Mutual Information
   2024/02/26 by Jiaming Liang, Siddharth Mitra, Liang, Jiaming +3 · 3 citations
   Computer Science · Engineering · Physics and Astronomy · #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (stat.ML) #Sparse and Compressive Sensing Techniques #Statistical Mechanics and Entropy #Statistics Theory (math.ST)
4. Langevin Thompson Sampling with Logarithmic Communication: Bandits and Reinforcement Learning
   2023/06/15 by Amin Karbasi, Karbasi, Amin, Nikki Lijing Kuang +5 · 1 citation
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #G.3 #I.2.0 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Mobile Crowdsensing and Crowdsourcing
5. Submodular + Concave
   2021/06/09 by Mitra, Siddharth, Feldman, Moran, Karbasi, Amin · 1 citation
   #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)