MARS-Gym: A Gym framework to model, train, and evaluate Recommender Systems for Marketplaces. - Marlesson R. O. Santana; Luckeciano C. Melo; Fernando H. F. Camargo; Bruno Brandão; Anderson Soares 001; Renan M. Oliveira; Sandor Caetano (ICDM (Workshops), 2020)

Contextual Meta-Bandit for Recommender Systems Selection. - Marlesson R. O. Santana; Luckeciano C. Melo; Fernando H. F. Camargo; Bruno Brandão; Anderson Soares 001; Renan M. Oliveira; Sandor Caetano (RecSys, 2020)

Multiagent Reinforcement Learning for Strategic Decision Making and Control in Robotic Soccer Through Self-Play. - Bruno Brandão; Telma Woerle de Lima; Anderson Soares 001; Luckeciano C. Melo; Marcos R. O. A. Máximo (IEEE Access, 2022)

Sliding Puzzles Gym: A Scalable Benchmark for State Representation in Visual Reinforcement Learning. - Bryan L. M. de Oliveira; Murilo L. da Luz; Bruno Brandão; Luana G. B. Martins; Telma Woerle de Lima Soares; Luckeciano C. Melo (CoRR, 2024)

InfoQuest: Evaluating Multi-Turn Dialogue Agents for Open-Ended Conversations with Hidden Context. - Bryan L. M. de Oliveira; Luana G. B. Martins; Bruno Brandão; Luckeciano C. Melo (CoRR, 2025)