Russo, Daniel
- (More) Efficient Reinforcement Learning via Posterior Sampling
2013/06/04 by Ian Osband, Dan Russo, Osband, Ian +3 · 25 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
- A Finite Time Analysis of Temporal Difference Learning With Linear Function Approximation
2018/06/06 by Bhandari, Jalaj, Russo, Daniel, Singal, Raghav · 22 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Learning to Optimize Via Posterior Sampling
2013/01/11 by Daniel Russo, Russo, Daniel, Benjamin Van Roy +1 · 19 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #Machine Learning and Algorithms
- Learning to Optimize via Information-Directed Sampling
2014/03/21 by Russo, Daniel, Van Roy, Benjamin · 12 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- An Information-Theoretic Analysis of Thompson Sampling
2014/03/21 by Russo, Daniel, Van Roy, Benjamin · 9 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Deep Exploration via Randomized Value Functions
2017/03/22 by Ian Osband, Osband, Ian, Benjamin Van Roy +5 · 15 citations
Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning
- Simple Bayesian Algorithms for Best Arm Identification
2016/02/26 by Russo, Daniel · 9 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Navigating the Complexity of Generative AI Adoption in Software Engineering
2023/07/12 by Daniel Russo, Russo, Daniel · 19 citations
Business, Management and Accounting · Engineering · #Big Data and Business Intelligence #Technology Assessment and Management
- Global Optimality Guarantees For Policy Gradient Methods
2019/06/05 by Bhandari, Jalaj, Russo, Daniel · 8 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Improving the Expected Improvement Algorithm
2017/05/29 by Chao Qin, Qin, Chao, Diego Klabjan +3 · 6 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- How much does your data exploration overfit? Controlling bias via information usage
2015/11/16 by Russo, Daniel, Zou, James · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Worst-Case Regret Bounds for Exploration via Randomized Value Functions
2019/06/07 by Daniel Russo, Russo, Daniel · 7 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics #Systems and Control (eess.SY) #electronic engineering #information engineering
- Satisficing in Time-Sensitive Bandit Learning
2018/03/07 by Russo, Daniel, Van Roy, Benjamin · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Empirical Standards for Software Engineering Research
2020/10/07 by Ralph, Paul, Ali, Nauman bin, Baltes, Sebastian +39 · 4 citations
#FOS: Computer and information sciences #General Literature (cs.GL) #Software Engineering (cs.SE)
- A Disruptive Research Playbook for Studying Disruptive Innovations
2024/02/20 by Storey, Margaret-Anne, Russo, Daniel, Novielli, Nicole +2 · 6 citations
#FOS: Computer and information sciences #Software Engineering (cs.SE)
- The Double-Edged Sword of Diversity: How Diversity, Conflict, and Psychological Safety Impact Software Teams
2023/01/30 by Verwijs, Christiaan, Russo, Daniel · 3 citations
#FOS: Computer and information sciences #Software Engineering (cs.SE)
- On Linear Convergence of Policy Gradient Methods for Finite MDPs
2020/07/21 by Bhandari, Jalaj, Russo, Daniel · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Investigating the Role of Cultural Values in Adopting Large Language Models for Software Engineering
2024/09/08 by Stefano Lambiase, Lambiase, Stefano, Gemma Catolino +7 · 3 citations
Computer Science · #Software Engineering Techniques and Practices #Software Engineering Research
- Optimizing Adaptive Experiments: A Unified Approach to Regret Minimization and Best-Arm Identification
2024/02/16 by Chao Qin, Qin, Chao, Daniel Russo +1 · 3 citations
Decision Sciences · Engineering · #Advanced Statistical Process Monitoring #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Measurement and Uncertainty Evaluation
- Benchmarking the Generation of Fact Checking Explanations
2023/08/29 by Daniel Russo, Russo, Daniel, Serra Sinem Tekiroğlu +3 · 2 citations
Computer Science · Social Sciences · #Topic Modeling #Misinformation and Its Impacts #Advanced Text Analysis Techniques
- Countering Misinformation via Emotional Response Generation
2023/11/17 by Daniel Russo, Shane Peter Kaszefski-Yaschuk, Russo, Daniel +5 · 2 citations
Social Sciences · Computer Science · #Misinformation and Its Impacts #Hate Speech and Cyberbullying Detection #Spam and Phishing Detection
- A Theory of Scrum Team Effectiveness
2021/05/26 by Verwijs, Christiaan, Russo, Daniel · 1 citation
#FOS: Computer and information sciences #Software Engineering (cs.SE)
- Understanding Developers Well-Being and Productivity: a 2-year Longitudinal Analysis during the COVID-19 Pandemic
2021/11/19 by Russo, Daniel, Hanel, Paul H. P., van Berkel, Niels · 1 citation
#FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Software Engineering (cs.SE)
- An Information-Theoretic Analysis of Nonstationary Bandit Learning
2023/02/09 by Min, Seungki, Russo, Daniel · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
- On the Statistical Benefits of Temporal Difference Learning
2023/01/30 by Cheikhi, David, Russo, Daniel · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Guidelines for Empirical Studies in Software Engineering involving Large Language Models
2025/08/21 by Baltes, Sebastian, Angermeir, Florian, Arora, Chetan +17 · 4 citations
#FOS: Computer and information sciences #Software Engineering (cs.SE)
- Exploring Individual Factors in the Adoption of LLMs for Specific Software Engineering Tasks
2025/04/03 by Lambiase, Stefano, Catolino, Gemma, Palomba, Fabio +2 · 2 citations
#FOS: Computer and information sciences #Software Engineering (cs.SE)
- Creativity, Generative AI, and Software Development: A Research Agenda
2024/06/04 by Victoria Jackson, Jackson, Victoria, Bogdan Vasilescu +17 · 1 citation
Business, Management and Accounting · #Big Data and Business Intelligence
- Active Exploration via Autoregressive Generation of Missing Data
2024/05/29 by Hongseok Namkoong, Cai, Tiffany Tianhui, Daniel Russo +4 · 1 citation
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Speech and Audio Processing
- Face the Facts! Evaluating RAG-based Pipelines for Professional Fact-Checking
2024/12/19 by Daniel Russo, Russo, Daniel, Stefano Menini +5 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- Contextual Thompson Sampling via Generation of Missing Data
2025/02/10 by Zhang, Kelly W., Cai, Tiffany Tianhui, Namkoong, Hongseok +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)