Causal Bandits: Learning Good Interventions via Causal Inference

10 June 2016

Papers citing "Causal Bandits: Learning Good Interventions via Causal Inference"

30 / 30 papers shown

Title
Estimating Causal Effects in Networks with Cluster-Based Bandits Ahmed Sayeed Faruk Jason Sulskis Elena Zheleva CML 46 0 0 07 May 2025
Transfer Learning in Latent Contextual Bandits with Covariate Shift Through Causal Transportability Mingwei Deng Ville Kyrki Dominik Baumann 47 0 0 27 Feb 2025
Causal Bandits: The Pareto Optimal Frontier of Adaptivity, a Reduction to Linear Bandits, and Limitations around Unknown Marginals Ziyi Liu Idan Attias Daniel M. Roy CML 34 0 0 01 Jul 2024
Causally Abstracted Multi-armed Bandits Fabio Massimo Zennaro Nicholas Bishop Joel Dyer Yorgos Felekis Anisoara Calinescu Michael Wooldridge Theodoros Damoulas 38 3 0 26 Apr 2024
Counterfactual Influence in Markov Decision Processes Milad Kazemi Jessica Lally Ekaterina Tishchenko Hana Chockler Nicola Paoletti 28 1 0 13 Feb 2024
Best Arm Identification in Batched Multi-armed Bandit Problems Sheng Cao Simai He Ruoqing Jiang Jin Xu Hongsong Yuan 22 1 0 21 Dec 2023
Robust Causal Bandits for Linear Models Zirui Yan Arpan Mukherjee Burak Varici A. Tajer CML 35 4 0 30 Oct 2023
Optimal Observation-Intervention Trade-Off in Optimisation Problems with Causal Structure K. Hammar Neil Dhir CML 20 0 0 05 Sep 2023
Functional Causal Bayesian Optimization Limor Gultchin Virginia Aglietti Alexis Bellot Silvia Chiappa CML 35 4 0 10 Jun 2023
Causal Deep Learning Jeroen Berrevoets Krzysztof Kacprzyk Zhaozhi Qian M. Schaar CML AI4CE 26 25 0 03 Mar 2023
Causal Bandits without Graph Learning Mikhail Konobeev Jalal Etesami Negar Kiyavash CML 15 8 0 26 Jan 2023
Causal Deep Reinforcement Learning Using Observational Data Wenxuan Zhu Chao Yu Qiaosheng Zhang CML OffRL 26 5 0 28 Nov 2022
Hindsight Learning for MDPs with Exogenous Inputs Sean R. Sinclair Felipe Vieira Frujeri Ching-An Cheng Luke Marshall Hugo Barbalho Jingling Li Jennifer Neville Ishai Menache Adith Swaminathan 18 23 0 13 Jul 2022
Combinatorial Causal Bandits Shi Feng Wei Chen CML 21 13 0 04 Jun 2022
Survey on Fair Reinforcement Learning: Theory and Practice Pratik Gajane A. Saxena M. Tavakol George Fletcher Mykola Pechenizkiy FaML OffRL 43 13 0 20 May 2022
Evaluation Methods and Measures for Causal Learning Algorithms Lu Cheng Ruocheng Guo Raha Moraffah Paras Sheth K. S. Candan Huan Liu CML ELM 31 51 0 07 Feb 2022
Chronological Causal Bandits Neil Dhir 23 0 0 03 Dec 2021
On Covariate Shift of Latent Confounders in Imitation and Reinforcement Learning Guy Tennenholtz Assaf Hallak Gal Dalal Shie Mannor Gal Chechik Uri Shalit OOD OffRL 55 15 0 13 Oct 2021
Bandit Algorithms for Precision Medicine Yangyi Lu Ziping Xu Ambuj Tewari 66 11 0 10 Aug 2021
Matching a Desired Causal State via Shift Interventions Jiaqi Zhang C. Squires Caroline Uhler 49 16 0 05 Jul 2021
Causal Markov Decision Processes: Learning Good Interventions Efficiently Yangyi Lu A. Meisami Ambuj Tewari 23 10 0 15 Feb 2021
The Causal Learning of Retail Delinquency Yiyan Huang Cheuk Hang Leung Xing Yan Qi Wu Nanbo Peng DongDong Wang Zhixiang Huang CML 22 8 0 17 Dec 2020
Budgeted and Non-budgeted Causal Bandits V. Nair Vishakha Patil Gaurav Sinha 26 41 0 13 Dec 2020
Split-Treatment Analysis to Rank Heterogeneous Causal Effects for Prospective Interventions Yanbo Xu Divyat Mahajan Liz Manrao Amit Sharma Emre Kıcıman CML 15 2 0 11 Nov 2020
Combining Offline Causal Inference and Online Bandit Learning for Data Driven Decision Li Ye Yishi Lin Hong Xie John C. S. Lui CML 11 11 0 16 Jan 2020
Rarely-switching linear bandits: optimization of causal effects for the real world B. Lansdell Sofia Triantafillou Konrad Paul Kording 22 4 0 30 May 2019
A Survey of Learning Causality with Data: Problems and Methods Ruocheng Guo Lu Cheng Jundong Li P. R. Hahn Huan Liu CML 39 168 0 25 Sep 2018
Causal Bandits with Propagating Inference Akihiro Yabe Daisuke Hatano Hanna Sumita Shinji Ito Naonori Kakimura Takuro Fukunaga Ken-ichi Kawarabayashi CML 24 32 0 06 Jun 2018
Estimation Considerations in Contextual Bandits Maria Dimakopoulou Zhengyuan Zhou Susan Athey Guido Imbens 34 69 0 19 Nov 2017
Identifying Best Interventions through Online Importance Sampling Rajat Sen Karthikeyan Shanmugam A. Dimakis Sanjay Shakkottai 36 72 0 10 Jan 2017