Tor Lattimore
- Bandit Algorithms
2020/07/04 by Tor Lattimore, Csaba Szepesvári · 129 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Machine Learning and Algorithms #Optimization and Search Problems
- Gated Linear Networks
2019/09/30 by Joel Veness, Veness, Joel, Tor Lattimore +19 · 1 voice · 2 citations
#cs.LG #cs.IT #stat.ML
- Causal Bandits: Learning Good Interventions via Causal Inference
2016/06/10 by Finnian Lattimore, Tor Lattimore, Lattimore, Finnian +3 · 10 citations
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
- Beyond Statistical Learning: Exact Learning Is Essential for General Intelligence
2025/06/30 by András György, Tor Lattimore, György, András +5 · 2 voices · 5 citations
#cs.AI #cs.LG
- Information Directed Sampling for Linear Partial Monitoring
2020/02/25 by Johannes Kirschner, Kirschner, Johannes, Tor Lattimore +3 · 5 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
- Model Selection in Contextual Stochastic Bandit Problems
2020/03/03 by Aldo Pacchiano, Pacchiano, Aldo, My V. T. Phan +11 · 8 citations
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
- Mirror Descent and the Information Ratio
2020/09/25 by Tor Lattimore, András György, Lattimore, Tor +1 · 4 citations
Business, Management and Accounting · Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Consumer Market Behavior and Pricing #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Asymptotically Optimal Information-Directed Sampling
2020/11/11 by Johannes Kirschner, Kirschner, Johannes, Tor Lattimore +5 · 3 citations
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- The Pareto Regret Frontier for Bandits
2015/10/30 by Tor Lattimore, Lattimore, Tor · 2 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Optimization and Search Problems #Reinforcement Learning in Robotics
- On the Optimality of Batch Policy Optimization Algorithms
2021/04/06 by Chenjun Xiao, Xiao, Chenjun, Yifan Wu +13 · 2 citations
Computer Science · Engineering · #Advanced Manufacturing and Logistics Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems #Scheduling and Optimization Algorithms
- Probabilistic Inference in Reinforcement Learning Done Right
2023/11/22 by Jean Tarbouriech, Tarbouriech, Jean, Tor Lattimore +3 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Online Learning with Gated Linear Networks
2017/12/05 by Joel Veness, Tor Lattimore, Veness, Joel +9 · 3 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Energy Efficient Wireless Sensor Networks #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning and Algorithms
- Distributed Contextual Linear Bandits with Minimax Optimal Communication Cost
2022/05/26 by Sanae Amani, Tor Lattimore, Amani, Sanae +5 · 2 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Stochastic Gradient Optimization Techniques #Age of Information Optimization
- Thompson Sampling is Asymptotically Optimal in General Environments
2016/02/25 by Jan Leike, Tor Lattimore, Leike, Jan +5 · 5 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Fractional Differential Equations Solutions #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Linear Partial Monitoring for Sequential Decision-Making: Algorithms, Regret Bounds and Applications
2023/02/07 by Johannes Kirschner, Tor Lattimore, Kirschner, Johannes +3 · 2 citations
Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Optimally Confident UCB: Improved Regret for Finite-Armed Bandits
2015/07/28 by Tor Lattimore, Lattimore, Tor · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Regret Analysis of the Anytime Optimally Confident UCB Algorithm
2016/03/29 by Tor Lattimore, Lattimore, Tor · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Optimization and Search Problems #Statistics Theory (math.ST)
- Cleaning up the neighborhood: A full classification for adversarial partial monitoring
2018/05/23 by Tor Lattimore, Lattimore, Tor, Csaba Szepesvári +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Adaptive Exploration in Linear Contextual Bandit
2019/10/15 by Botao Hao, Tor Lattimore, Hao, Botao +3 · 1 citation
Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Energy Management #Sparse and Compressive Sensing Techniques #Statistics Theory (math.ST)
- Geometric Entropic Exploration
2021/01/06 by Zhaohan Daniel Guo, Mohammad Gheshlaghi Azar, Guo, Zhaohan Daniel +17 · 1 citation
Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotic Path Planning Algorithms
- Matrix games with bandit feedback
2020/06/09 by Brendan O’Donoghue, O'Donoghue, Brendan, Tor Lattimore +3 · 1 citation
Decision Sciences · #Advanced Bandit Algorithms Research #Game Theory and Applications #Auction Theory and Applications
- Information Directed Sampling for Sparse Linear Bandits
2021/05/29 by Botao Hao, Hao, Botao, Tor Lattimore +3 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Smart Grid Energy Management #Statistics Theory (math.ST)
- Bandit Phase Retrieval
2021/06/03 by Tor Lattimore, Botao Hao, Lattimore, Tor +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Statistics Theory (math.ST)
- Minimax Regret for Partial Monitoring: Infinite Outcomes and Rustichini's Regret
2022/02/22 by Tor Lattimore, Lattimore, Tor · 1 citation
Decision Sciences · Economics, Econometrics and Finance · Social Sciences · #Crime, Illicit Activities, and Governance #Economic theories and models #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Contextual Information-Directed Sampling
2022/05/22 by Botao Hao, Tor Lattimore, Hao, Botao +3 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Statistics Theory (math.ST)
- Regret Bounds for Information-Directed Reinforcement Learning
2022/06/09 by Botao Hao, Hao, Botao, Tor Lattimore +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Mobile Crowdsensing and Crowdsourcing #Statistics Theory (math.ST)
- A Scale Free Algorithm for Stochastic Bandits with Bounded Kurtosis
2017/03/27 by Tor Lattimore, Lattimore, Tor · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Connections Between Mirror Descent, Thompson Sampling and the Information Ratio
2019/05/28 by Julian Zimmert, Zimmert, Julian, Tor Lattimore +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics