Classifying Options for Deep Reinforcement Learning. - Kai Arulkumaran; Nat Dilokthanakul; Murray Shanahan; Anil Anthony Bharath (CoRR, 2016)

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders. - Nat Dilokthanakul; Pedro A. M. Mediano; Marta Garnelo; Matthew C. H. Lee; Hugh Salimbeni; Kai Arulkumaran; Murray Shanahan (CoRR, 2016)

Deep Reinforcement Learning with Risk-Seeking Exploration. - Nat Dilokthanakul; Murray Shanahan (SAB, 2018)

Towards better data efficiency in deep reinforcement learning. - Nat Dilokthanakul (2018)

Feature Control as Intrinsic Motivation for Hierarchical Reinforcement Learning. - Nat Dilokthanakul; Christos Kaplanis; Nick Pawlowski; Murray Shanahan (IEEE Trans. Neural Networks Learn. Syst., 2019)

Investigating Partner Diversification Methods in Cooperative Multi-agent Deep Reinforcement Learning. - Rujikorn Charakorn; Poramate Manoonpong; Nat Dilokthanakul (ICONIP (5), 2020)

Dynamical State Forcing on Central Pattern Generators for Efficient Robot Locomotion Control. - Thirawat Chuthong; Binggwong Leung; Kawee Tiraborisute; Potiwat Ngamkajornwiwat; Poramate Manoonpong; Nat Dilokthanakul (ICONIP (2), 2020)

An Explicit Local and Global Representation Disentanglement Framework with Applications in Deep Clustering and Unsupervised Object Detection. - Rujikorn Charakorn; Yuttapong Thawornwattana; Sirawaj Itthipuripat; Nick Pawlowski; Poramate Manoonpong; Nat Dilokthanakul (CoRR, 2020)

MetaSleepLearner: Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning. - Nannapas Banluesombatkul; Pichayoot Ouppaphan; Pitshaporn Leelaarporn; Payongkit Lakhan; Busarakum Chaitusaney; Nattapong Jaimchariyatam; Ekapol Chuangsuwanich; Nat Dilokthanakul; Theerawit Wilaiprasitporn (CoRR, 2020)

Learning to Cooperate with Unseen Agents Through Meta-Reinforcement Learning. - Rujikorn Charakorn; Poramate Manoonpong; Nat Dilokthanakul (AAMAS, 2021)

Advanced Collaborative Robots for the Factory of the Future. - Kongkiat Rothomphiwat; Atthanat Harnkhamen; Tanyatep Tothong; Tachadol Suthisomboon; Nat Dilokthanakul; Poramate Manoonpong (SII, 2021)

Deep Reinforcement Learning Models Predict Visual Responses in the Brain: A Preliminary Result. - Maytus Piriyajitakonkij; Sirawaj Itthipuripat; Theerawit Wilaiprasitporn; Nat Dilokthanakul (CoRR, 2021)

Learning to Cooperate with Unseen Agent via Meta-Reinforcement Learning. - Rujikorn Charakorn; Poramate Manoonpong; Nat Dilokthanakul (CoRR, 2021)

MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-Signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning. - Nannapas Banluesombatkul; Pichayoot Ouppaphan; Pitshaporn Leelaarporn; Payongkit Lakhan; Busarakum Chaitusaney; Nattapong Jaimchariyatam; Ekapol Chuangsuwanich; Wei Chen 015; Huy Phan; Nat Dilokthanakul; Theerawit Wilaiprasitporn (IEEE J. Biomed. Health Informatics, 2021)

GRAB: GRAdient-Based Shape-Adaptive Locomotion Control. - Sujet Phodapol; Thirawat Chuthong; Binggwong Leung; Arthicha Srisuchinnawong; Poramate Manoonpong; Nat Dilokthanakul (IEEE Robotics Autom. Lett., 2022)

MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification. - Phairot Autthasan; Rattanaphon Chaisaen; Thapanun Sudhawiyangkul; Phurin Rangpong; Suktipol Kiatthaveephong; Nat Dilokthanakul; Gun Bhakdisongkhram; Huy Phan; Cuntai Guan; Theerawit Wilaiprasitporn (IEEE Trans. Biomed. Eng., 2022)

Visual Goal Human-Robot Communication Framework With Few-Shot Learning: A Case Study in Robot Waiter System. - Guntitat Sawadwuthikul; Tanyatep Tothong; Thanawat Lodkaew; Puchong Soisudarat; Sarana Nutanong; Poramate Manoonpong; Nat Dilokthanakul (IEEE Trans. Ind. Informatics, 2022)

Generating Diverse Cooperative Agents by Learning Incompatible Policies. - Rujikorn Charakorn; Poramate Manoonpong; Nat Dilokthanakul (ICLR, 2023)

Hybrid learning mechanisms under a neural control network for various walking speed generation of a quadruped robot. - Yanbin Zhang; Mathias Thor; Nat Dilokthanakul; Zhendong Dai; Poramate Manoonpong (Neural Networks, 2023)

Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners. - Rujikorn Charakorn; Poramate Manoonpong; Nat Dilokthanakul (NeurIPS, 2024)

A framework for visual-based adaptive object-robot interaction of a mobile service robot. - Puchong Soisudarat; Tanyatep Tothong; Kawee Tiraborisute; Nat Dilokthanakul; Poramate Manoonpong (Adapt. Behav., 2024)

Evaluation of Deep Learning Approaches for Pitch Scoring in Piano Practice and Performance. - Juthakan Mekkoktanphira; Priyakorn Pangwapee; Nat Dilokthanakul; Sirasit Lochanachit; Praphan Pavarangkoon; Nont Kanungsukkasem (ICAIIC, 2025)