Collapsing Bandits and Their Application to Public Health Interventions

5 July 2020

Papers citing "Collapsing Bandits and Their Application to Public Health Interventions"

36 / 36 papers shown

Title
ContextWIN: Whittle Index Based Mixture-of-Experts Neural Model For Restless Bandits Via Deep RL Zhanqiu Guo Wayne Wang UQCV 21 0 0 13 Oct 2024
DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback Guojun Xiong Ujwal Dinesha Debajoy Mukherjee Jian Li Srinivas Shakkottai 75 2 0 07 Oct 2024
Deep Index Policy for Multi-Resource Restless Matching Bandit and Its Application in Multi-Channel Scheduling Nida Zamir I-Hong Hou 68 0 0 13 Aug 2024
EduQate: Generating Adaptive Curricula through RMABs in Education Settings Sidney Tio Dexun Li Pradeep Varakantham OffRL 31 0 0 20 Jun 2024
Global Rewards in Restless Multi-Armed Bandits Naveen Raman Zheyuan Ryan Shi Fei Fang 96 3 0 02 Jun 2024
Preliminary Study of the Impact of AI-Based Interventions on Health and Behavioral Outcomes in Maternal Health Programs Arpan Dasgupta Niclas Boehmer N. Madhiwalla Aparna Hedge Bryan Wilder Milind Tambe Aparna Taneja 29 1 0 23 May 2024
Improving Health Information Access in the World's Largest Maternal Mobile Health Program via Bandit Algorithms Arshika Lalan Shresth Verma Paula Rodriguez Diaz Panayiotis Danassis Amrita Mahale Kumar Madhu Sudan Aparna Hegde Milind Tambe Aparna Taneja 55 2 0 14 May 2024
A resource-constrained stochastic scheduling algorithm for homeless street outreach and gleaning edible food Conor M. Artman Aditya Mate Ezinne Nwankwo A. Heching Tsuyoshi Idé ... Kush R. Varshney Lauri Goldkind Gidi Kroch Jaclyn Sawyer Ian Watson 72 0 0 15 Mar 2024
Efficient Public Health Intervention Planning Using Decomposition-Based Decision-Focused Learning Sanket Shah A. Suggala Milind Tambe Aparna Taneja 53 0 0 08 Mar 2024
Evaluating the Effectiveness of Index-Based Treatment Allocation Niclas Boehmer Yash Nair Sanket Shah Lucas Janson Aparna Taneja Milind Tambe 76 3 0 19 Feb 2024
Fairness of Exposure in Online Restless Multi-armed Bandits Archit Sood Shweta Jain Sujit Gujar 61 2 0 09 Feb 2024
Robust Active Measuring under Model Uncertainty Merlijn Krale T. D. Simão Jana Tumova Nils Jansen 51 0 0 18 Dec 2023
Finite-Time Analysis of Whittle Index based Q-Learning for Restless Multi-Armed Bandits with Neural Network Function Approximation Guojun Xiong Jian Li 87 14 0 03 Oct 2023
On the Sublinear Regret of GP-UCB Justin Whitehouse Zhiwei Steven Wu Aaditya Ramdas 87 16 0 14 Jul 2023
Planning a Community Approach to Diabetes Care in Low- and Middle-Income Countries Using Optimization Katherine Adams J. Boutilier S. Deo Yonatan Dov Mintz 19 2 0 10 May 2023
Policy Optimization for Personalized Interventions in Behavioral Health Jackie Baek J. Boutilier Vivek F. Farias J. Jónasson Erez Yoeli OffRL 64 8 0 21 Mar 2023
Act-Then-Measure: Reinforcement Learning for Partially Observable Environments with Active Measuring Merlijn Krale T. D. Simão N. Jansen OffRL 57 7 0 14 Mar 2023
Fairness for Workers Who Pull the Arms: An Index Based Policy for Allocation of Restless Bandit Tasks Arpita Biswas J. Killian Paula Rodriguez Diaz Susobhan Ghosh Milind Tambe 62 3 0 01 Mar 2023
Improved Policy Evaluation for Randomized Trials of Algorithmic Resource Allocation Aditya Mate Bryan Wilder Aparna Taneja Milind Tambe OffRL 36 3 0 06 Feb 2023
Decision-Focused Evaluation: Analyzing Performance of Deployed Restless Multi-Arm Bandits Paritosh Verma Shresth Verma Aditya Mate Aparna Taneja Milind Tambe 47 0 0 19 Jan 2023
Networked Restless Bandits with Positive Externalities Christine Herlihy John P. Dickerson 84 3 0 09 Dec 2022
Indexability is Not Enough for Whittle: Improved, Near-Optimal Algorithms for Restless Bandits Abheek Ghosh Dheeraj M. Nagaraj Manish Jain Milind Tambe 65 9 0 31 Oct 2022
Non-Stationary Bandits with Auto-Regressive Temporal Dependency Qinyi Chen Negin Golrezaei Djallel Bouneffouf AI4TS 91 13 0 28 Oct 2022
Towards Soft Fairness in Restless Multi-Armed Bandits Dexun Li Pradeep Varakantham 51 5 0 27 Jul 2022
Efficient Resource Allocation with Fairness Constraints in Restless Multi-Armed Bandits Dexun Li Pradeep Varakantham 74 9 0 08 Jun 2022
Scalable Decision-Focused Learning in Restless Multi-Armed Bandits with Application to Maternal and Child Health Kai Wang Shresth Verma Aditya Mate Sanket Shah Aparna Taneja N. Madhiwalla Aparna Hegde Milind Tambe 78 13 0 02 Feb 2022
Networked Restless Multi-Armed Bandits for Mobile Interventions H. Ou Christoph Siebenbrunner J. Killian M. Brooks David Kempe Yevgeniy Vorobeychik Milind Tambe 71 8 0 28 Jan 2022
Field Study in Deploying Restless Multi-Armed Bandits: Assisting Non-Profits in Improving Maternal and Child Health Aditya Mate Lovish Madaan Aparna Taneja N. Madhiwalla Shresth Verma Gargi Singh Aparna Hegde Pradeep Varakantham Milind Tambe 81 54 0 16 Sep 2021
Restless and Uncertain: Robust Policies for Restless Bandits via Deep Multi-Agent Reinforcement Learning J. Killian Lily Xu Arpita Biswas Milind Tambe 61 6 0 04 Jul 2021
Q-Learning Lagrange Policies for Multi-Action Restless Bandits J. Killian Arpita Biswas Sanket Shah Milind Tambe OffRL 52 33 0 22 Jun 2021
Planning to Fairly Allocate: Probabilistic Fairness in the Restless Bandit Setting Christine Herlihy Aviva Prins A. Srinivasan John P. Dickerson 68 15 0 14 Jun 2021
Learning MDPs from Features: Predict-Then-Optimize for Sequential Decision Problems by Reinforcement Learning Kai Wang Sanket Shah Haipeng Chen Andrew Perrault Finale Doshi-Velez Milind Tambe OffRL 121 6 0 06 Jun 2021
Learn to Intervene: An Adaptive Learning Policy for Restless Bandits in Application to Preventive Healthcare Arpita Biswas Gaurav Aggarwal Pradeep Varakantham Milind Tambe 67 43 0 17 May 2021
Efficient Algorithms for Finite Horizon and Streaming Restless Multi-Armed Bandit Problems Aditya Mate Arpita Biswas Christoph Siebenbrunner Susobhan Ghosh Milind Tambe 92 9 0 08 Mar 2021
Selective Intervention Planning using Restless Multi-Armed Bandits to Improve Maternal and Child Health Outcomes Siddharth Nishtala Lovish Madaan Aditya Mate Harshavardhan Kamarthi Anirudh Grama ... Ramesh Padmanabhan Aparna Hegde Pradeep Varakantham Balaraman Ravindran Milind Tambe 41 9 0 07 Mar 2021
Simulation Based Algorithms for Markov Decision Processes and Multi-Action Restless Bandits R. Meshram Kesav Kaza 128 10 0 25 Jul 2020