1. Guest editorial: special issue on reinforcement learning for real life

   • Yuxi Li
   • Alborz Geramifard
   • Tao Wang

   EditorialNotes 02 August 2021 Pages: 2291 - 2293

2. Inverse reinforcement learning in contextual MDPs

   • Stav Belogolovsky
   • Philip Korsunsky
   • Tom Zahavy

   OriginalPaper Open access 12 May 2021 Pages: 2295 - 2334

   

3. A deep reinforcement learning framework for continuous intraday market bidding

   • Ioannis Boukas
   • Damien Ernst
   • Bertrand Cornélusse

   OriginalPaper 12 July 2021 Pages: 2335 - 2387

   

4. Bandit algorithms to personalize educational chatbots

   • William Cai
   • Josh Grossman
   • Sharad Goel

   OriginalPaper 25 May 2021 Pages: 2389 - 2418

   

5. Challenges of real-world reinforcement learning: definitions, benchmarks and analysis

   • Gabriel Dulac-Arnold
   • Nir Levine
   • Todd Hester

   OriginalPaper 22 April 2021 Pages: 2419 - 2468

   

6. Grounded action transformation for sim-to-real reinforcement learning

   • Josiah P. Hanna
   • Siddharth Desai
   • Peter Stone

   OriginalPaper Open access 13 May 2021 Pages: 2469 - 2499

   

7. Air Learning: a deep reinforcement learning gym for autonomous aerial robot visual navigation

   • Srivatsan Krishnan
   • Behzad Boroujerdian
   • Vijay Janapa Reddi

   OriginalPaper Open access 07 July 2021 Pages: 2501 - 2540

   

8. Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems

   • Amarildo Likmeta
   • Alberto Maria Metelli
   • Marcello Restelli

   OriginalPaper Open access 14 March 2021 Pages: 2541 - 2576

   

9. Lessons on off-policy methods from a notification component of a chatbot

   • Scott Rome
   • Tianwen Chen
   • Ding Zhou

   OriginalPaper 04 May 2021 Pages: 2577 - 2602

   

10. Partially observable environment estimation with uplift inference for reinforcement learning based recommendation

    • Wenjie Shang
    • Qingyang Li
    • Jieping Ye

    OriginalPaper 14 April 2021 Pages: 2603 - 2640

    

11. Automatic discovery of interpretable planning strategies

    • Julian Skirzyński
    • Frederic Becker
    • Falk Lieder

    OriginalPaper Open access 09 April 2021 Pages: 2641 - 2683

    

12. IntelligentPooling: practical Thompson sampling for mHealth

    • Sabina Tomkins
    • Peng Liao
    • Susan Murphy

    OriginalPaper 21 June 2021 Pages: 2685 - 2727