2022

Lopez Zorrilla, Asier, Torres, M. Ines and Cuayahuitl, Heriberto (2022) Audio Embedding-Aware Dialogue Policy Learning. IEEE TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING, 31 . pp. 525-538. ISSN 1558-7916, 2329-9290

Mohtasib, Abdalkarim, Neumann, Gerhard and Cuayahuitl, Heriberto (2022) Robot Policy Learning from Demonstration Using Advantage Weighting and Early Termination. In: IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 23-27 October 2022, Kyoto, Japan.

Zhang, Yicheng, Zhao, Jiannan, Hua, Mu, Liu, Mei, Lei, Fang, Cuayahuitl, Heriberto and Yue, Shigang (2022) OLGMD: An Opponent Colour LGMD-based Model for Collision Detection with Thermal Images at Night. In: 31st International Conference on Artificial Neural Networks, September 6 to September 9, 2022, Bristol, UK.

Latif, Siddique, Cuayahuitl, Heriberto, Pervez, Farrukh, Shamshad, Fahad, Shehbaz Ali, Hafiz and Cambria, Erik (2022) A survey on deep reinforcement learning for audio‑based applications. Artifcial Intelligence Review . ISSN 0269-2821

Raza, Sajjadali and Cuayahuitl, Heriberto (2022) A comparison of neural‑based visual recognisers for speech activity detection. International Journal of Speech Technology . ISSN 1572-8110

Zhang, Yicheng, Hu, Cheng, Liu, Mei, Luan, Hao, Lei, Fang, Cuayahuitl, Heriberto and Yue, Shigang (2022) Temperature-based Collision Detection in Extreme Low Light Condition with Bio-inspired LGMD Neural Network. In: 2021 2nd International Symposium on Automation, Information and Computing (ISAIC 2021), 03/12/21-06/12/21, Beijing.

2021

Lopez Zorrilla, Asier, Torres, M. Ines and Cuayahuitl, Heriberto (2021) Audio Embeddings Help to Learn Better Dialogue Policies. In: IEEE Automatic Speech Recognition and Understanding.

Cédérick, Mouliets, Ferrané, Isabelle and Cuayahuitl, Heriberto (2021) Reward-Based Environment States for Robot Manipulation Policy Learning. In: NeurIPS 2021 Workshop on Deployable Decision Making in Embodied Systems (DDM).

Mohtasib, Abdalkarim, Neumann, Gerhard and Cuayahuitl, Heriberto (2021) A Study on Dense and Sparse (Visual) Rewards in Robot Policy Learning. In: Towards Autonomous Robotic Systems Conference (TAROS).

Mohtasib, Abdalkarim, Ghalamzan Esfahani, Amir, Bellotto, Nicola and Cuayahuitl, Heriberto (2021) Neural Task Success Classifiers for Robotic Manipulation from Few Real Demonstrations. In: International Joint Conference on Neural Networks (IJCNN).

Dethlefs, Nina, Schoene, Annika and Cuayahuitl, Heriberto (2021) A Divide-and-Conquer Approach to Neural Natural Language Generation from Structured Data. Neurocomputing, 433 . pp. 300-309. ISSN 0925-2312

2020

Barber, Jack, Cuayahuitl, Heriberto, Zhong, Mingjun and Luan, Wempen (2020) Lightweight Non-Intrusive Load Monitoring Employing Pruned Sequence-to-Point Learning. In: 5th International Workshop on Non-Intrusive Load Monitoring, 18 November 2020, co-located with ACM BuildSys 2020.

Cuayahuitl, Heriberto (2020) A Data-Efficient Deep Learning Approach for Deployable Multimodal Social Robots. Neurocomputing, 396 . pp. 587-598. ISSN 0925-2312

2019

Cuayahuitl, Heriberto, Lee, Donghyeon, Ryu, Seonghan, Cho, Yongjin, Choi, Sungja, Indurthi, Satish, Yu, Seunghak, Choi, Hyungtak, Hwang, Inchul and Kim, Jihie (2019) Ensemble-Based Deep Reinforcement Learning for Chatbots. Neurocomputing, 366 . pp. 118-130. ISSN 0925-2312

Cuayahuitl, Heriberto, Lee, Donghyeon, Ryu, Seonghan, Choi, Sungja, Hwang, Inchul and Kim, Jihie (2019) Deep Reinforcement Learning for Chatbots Using Clustered Actions and Human-Likeness Rewards. In: International Joint Conference on Neural Networks (IJCNN).

2018

Cuayahuitl, Heriberto, Ryu, Seonghan, Lee, Donghyeon and Kim, Jihie (2018) A Study on Dialogue Reward Prediction for Open-Ended Conversational Agents. In: NeurIPS Workshop on Conversational AI, 7 December 2018, Montreal, Canada.

Indurthi, Satish, Yu, Seunghak, Back, Seohyun and Cuayahuitl, Heriberto (2018) Cut to the Chase: A Context Zoom-in Network for Reading Comprehension. In: Empirical Methods in Natural Language Processing (EMNLP).

2017

Dethlefs, Nina, Milders, Maarten, Cuayáhuitl, Heriberto, Al-Salkini, Turkey and Douglas, Lorraine (2017) A natural language-based presentation of cognitive stimulation to people with dementia in assistive technology: a pilot study. Informatics for Health and Social Care, 42 (4). pp. 349-360. ISSN 1753-8157

Cuayahuitl, Heriberto (2017) Deep reinforcement learning for conversational robots playing games. In: IEEE RAS International Conference on Humanoid Robots, 15 - 17 November 2017, REP Theatre, Birmingham, UK.

Cuayahuitl, Heriberto and Yu, Seunghak (2017) Deep reinforcement learning of dialogue policies with less weight updates. In: International Conference of the Speech Communication Association (INTERSPEECH), 20-14 August 2017, Stockholm, Sweden.

Cuayahuitl, Heriberto, Yu, Seunghak, Williamson, Ashley and Carse, Jacob (2017) Scaling up deep reinforcement learning for multi-domain dialogue systems. In: International Joint Conference on Neural Networks (IJCNN), 14 - 19 May 2017, Anchorage, Alaska.

Keizer, Simon, Guhe, Markus, Cuayahuitl, Heriberto, Efstathiou, Ioannis, Engelbrecht, Klaus-Peter, Dobre, Mihai, Lascarides, Alex and Lemon, Oliver (2017) Evaluating persuasion strategies and deep reinforcement learning methods for negotiation dialogue agents. In: 15th Conference of the European chapter of the Association for Computational Linguistics, 3-7 April 2017, Valencia, Spain.

2016

Cuayahuitl, Heriberto, Couly, Guillaume and Olalainty, Clement (2016) Training an interactive humanoid robot using multimodal deep reinforcement learning. In: NIPS Workshop on Deep Reinforcement Learning, 9 December 2016, Barcelona, Spain.

Cuayahuitl, Heriberto, Yu, Seunghak, Williamson, Ashley and Carse, Jacob (2016) Deep reinforcement learning for multi-domain dialogue systems. In: NIPS Workshop on Deep Reinforcement Learning, 9 Dec 2016, Barcelona, Spain.

Dethlefs, Nina, Hastie, Helen, Cuayahuitl, Heriberto, Yu, Yanchao, Rieser, Verena and Lemon, Oliver (2016) Information density and overlap in spoken dialogue. Computer Speech & Language, 37 . pp. 82-97. ISSN 0885-2308

2015

Cuayahuitl, Heriberto, Komatani, Kazunori and Skantze, Gabriel (2015) Introduction for speech and language for interactive robots. Computer Speech & Language, 34 (1). pp. 83-86. ISSN 0885-2308

Albrecht, Stefano, da Motta Salles Barreto, André, Braziunas, Darius, Buckeridge, David and Cuayahuitl, Heriberto (2015) Reports of the AAAI 2014 Conference Workshops. AI Magazine, 36 (1). pp. 87-98. ISSN 0738-4602

Cuayahuitl, Heriberto, Keizer, Simon and Lemon, Oliver (2015) Strategic dialogue management via deep reinforcement learning. In: NIPS Workshop on Deep Reinforcement Learning, 11 December 2015, Montreal, Canada.

2014

Cuayahuitl, Heriberto, Frommberger, Lutz, Dethlefs, Nina, Raux, Antoine, Marge, Mathew and Zender, Hendrik (2014) Introduction to the special issue on Machine learning for multiple modalities in interactive systems and robots. ACM Transactions on Interactive Intelligent Systems (TiiS), 4 (3). 12e. ISSN 2160-6455

Cuayahuitl, Heriberto, Kruijff-Korbayová, Ivana and Dethlefs, Nina (2014) Nonstrict hierarchical reinforcement learning for interactive systems and robots. ACM Transactions on Interactive Intelligent Systems (TiiS), 4 (3). p. 15. ISSN 2160-6455

Dethlefs, Nina and Cuayahuitl, Heriberto (2014) Hierarchical reinforcement learning for situated language generation. Natural Language Engineering, 21 (3). pp. 391-435. ISSN 1351-3249

2012

Belpaeme, Tony, Baxter, Paul, Read, Robin, Wood, Rachel, Cuayáhuitl, Heriberto, Kiefer, Bernd, Racioppa, Stefania, Kruijff-Korbayová, Ivana, Athanasopoulos, Georgios, Enescu, Valentin, Looije, Rosemarijn, Neerincx, Mark, Demiris, Yiannis, Ros-Espinoza, Raquel, Beck, Aryel, Cañamero, Lola, Hiolle, Antione, Lewis, Matthew, Baroni, Ilaria, Nalin, Marco, Cosi, Piero, Paci, Giulio, Tesser, Fabio, Sommavilla, Giacomo and Humbert, Remi (2012) Multimodal child-robot interaction: building social bonds. Journal of Human-Robot Interaction, 1 (2). ISSN 2163-0364

2011

Cuayahuitl, Heriberto (2011) Spatially-aware dialogue control using hierarchical reinforcement learning. ACM Transactions on Speech and Language Processing (TSLP), 7 (3). ISSN 1550-4875

2010

Cuayahuitl, Heriberto, Renals, Steve, Lemon, Oliver and Shimodaira, Hiroshi (2010) Evaluation of a hierarchical reinforcement learning spoken dialogue system. Computer Speech & Language, 24 (2). pp. 395-429. ISSN 0885-2308

2009

Cuayáhuitl, Heriberto (2009) Hierarchical reinforcement learning for spoken dialogue systems. PhD thesis, The University of Edinburgh.