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Milica Gašić
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- unicode name: Milica Gašić
- affiliation: Heinrich Heine University Düsseldorf, Germany
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2020 – today
- 2023
[c82]Michael Heck, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Milica Gasic:
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? ACL (2) 2023: 936-950- [c81]Hsien-Chin Lin
, Shutong Feng, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic:
EmoUS: Simulating User Emotions in Task-Oriented Dialogues. SIGIR 2023: 2526-2531 - [i50]Michael Heck, Nurul Lubis, Benjamin Matthias Ruppik, Renato Vukovic, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Milica Gasic:
ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity? CoRR abs/2306.01386 (2023) - [i49]Hsien-Chin Lin, Shutong Feng, Christian Geishauser, Nurul Lubis, Carel van Niekerk, Michael Heck, Benjamin Matthias Ruppik, Renato Vukovic, Milica Gasic:
EmoUS: Simulating User Emotions in Task-Oriented Dialogues. CoRR abs/2306.01579 (2023) - [i48]Shutong Feng, Nurul Lubis, Benjamin Matthias Ruppik, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Carel van Niekerk, Renato Vukovic, Milica Gasic:
From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue. CoRR abs/2308.12648 (2023) - [i47]Shutong Feng, Guangzhi Sun, Nurul Lubis, Chao Zhang, Milica Gasic:
Affect Recognition in Conversations Using Large Language Models. CoRR abs/2309.12881 (2023) - 2022
- [j12]Michael Heck, Nurul Lubis, Carel van Niekerk, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Milica Gasic:
Robust Dialogue State Tracking with Weak Supervision and Sparse Data. Trans. Assoc. Comput. Linguistics 10: 1175-1192 (2022) - [c80]Christian Geishauser, Carel van Niekerk, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Milica Gasic:
Dynamic Dialogue Policy for Continual Reinforcement Learning. COLING 2022: 266-284 - [c79]Shutong Feng, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Michael Heck, Carel van Niekerk, Milica Gasic:
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion Recognition in Task-Oriented Dialogue Systems. LREC 2022: 4096-4113 - [c78]Hsien-Chin Lin, Christian Geishauser, Shutong Feng, Nurul Lubis, Carel van Niekerk, Michael Heck, Milica Gasic:
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers. SIGDIAL 2022: 270-282 - [c77]Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic:
Dialogue Evaluation with Offline Reinforcement Learning. SIGDIAL 2022: 478-489 - [c76]Renato Vukovic, Michael Heck, Benjamin Matthias Ruppik, Carel van Niekerk, Marcus Zibrowius, Milica Gasic:
Dialogue Term Extraction using Transfer Learning and Topological Data Analysis. SIGDIAL 2022: 564-581 - [i46]Michael Heck, Nurul Lubis, Carel van Niekerk, Shutong Feng, Christian Geishauser, Hsien-Chin Lin, Milica Gasic:
Robust Dialogue State Tracking with Weak Supervision and Sparse Data. CoRR abs/2202.03354 (2022) - [i45]Shikib Mehri, Jinho Choi, Luis Fernando D'Haro, Jan Deriu, Maxine Eskénazi, Milica Gasic, Kallirroi Georgila, Dilek Hakkani-Tur, Zekang Li, Verena Rieser, Samira Shaikh, David R. Traum, Yi-Ting Yeh, Zhou Yu, Yizhe Zhang, Chen Zhang:
Report from the NSF Future Directions Workshop on Automatic Evaluation of Dialog: Research Directions and Challenges. CoRR abs/2203.10012 (2022) - [i44]Christian Geishauser, Carel van Niekerk, Nurul Lubis, Michael Heck, Hsien-Chin Lin, Shutong Feng, Milica Gasic:
Dynamic Dialogue Policy Transformer for Continual Reinforcement Learning. CoRR abs/2204.05928 (2022) - [i43]Renato Vukovic, Michael Heck, Benjamin Matthias Ruppik, Carel van Niekerk, Marcus Zibrowius, Milica Gasic:
Dialogue Term Extraction using Transfer Learning and Topological Data Analysis. CoRR abs/2208.10448 (2022) - [i42]Hsien-Chin Lin, Christian Geishauser, Shutong Feng, Nurul Lubis, Carel van Niekerk, Michael Heck, Milica Gasic:
GenTUS: Simulating User Behaviour and Language in Task-oriented Dialogues with Generative Transformers. CoRR abs/2208.10817 (2022) - [i41]Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Michael Heck, Shutong Feng, Milica Gasic:
Dialogue Evaluation with Offline Reinforcement Learning. CoRR abs/2209.00876 (2022) - [i40]Qi Zhu, Christian Geishauser, Hsien-Chin Lin, Carel van Niekerk, Baolin Peng, Zheng Zhang, Michael Heck, Nurul Lubis, Dazhen Wan, Xiaochen Zhu, Jianfeng Gao, Milica Gasic, Minlie Huang:
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format. CoRR abs/2211.17148 (2022) - 2021
- [c75]Christian Geishauser, Songbo Hu, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Carel van Niekerk, Milica Gasic:
What does the User Want? Information Gain for Hierarchical Dialogue Policy Optimisation. ASRU 2021: 969-976 - [c74]Carel van Niekerk, Andrey Malinin, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Nurul Lubis, Shutong Feng, Milica Gasic:
Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance. EMNLP (1) 2021: 7901-7914 - [c73]Hsien-Chin Lin, Nurul Lubis, Songbo Hu, Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Milica Gasic:
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems. SIGDIAL 2021: 445-456 - [i39]Hsien-Chin Lin, Nurul Lubis, Songbo Hu, Carel van Niekerk, Christian Geishauser, Michael Heck, Shutong Feng, Milica Gasic:
Domain-independent User Simulation with Transformers for Task-oriented Dialogue Systems. CoRR abs/2106.08838 (2021) - [i38]Carel van Niekerk, Andrey Malinin, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Nurul Lubis, Shutong Feng, Milica Gasic:
Uncertainty Measures in Neural Belief Tracking and the Effects on Dialogue Policy Performance. CoRR abs/2109.04349 (2021) - [i37]Shutong Feng, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Michael Heck, Carel van Niekerk, Milica Gasic:
EmoWOZ: A Large-Scale Corpus and Labelling Scheme for Emotion in Task-Oriented Dialogue Systems. CoRR abs/2109.04919 (2021) - [i36]Christian Geishauser, Songbo Hu, Hsien-Chin Lin, Nurul Lubis, Michael Heck, Shutong Feng, Carel van Niekerk, Milica Gasic:
What Does The User Want? Information Gain for Hierarchical Dialogue Policy Optimisation. CoRR abs/2109.07129 (2021) - 2020
- [j11]Nurul Lubis, Michael Heck, Carel van Niekerk, Milica Gasic:
Adaptable Conversational Machines. AI Mag. 41(3): 28-44 (2020) - [c72]Nurul Lubis, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Marco Moresi, Carel van Niekerk, Milica Gasic:
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization. COLING 2020: 465-479 - [c71]Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Carel van Niekerk, Milica Gasic:
Out-of-Task Training for Dialog State Tracking Models. COLING 2020: 6767-6774 - [c70]Yen-Chen Wu, Bo-Hsiang Tseng, Milica Gasic:
Actor-Double-Critic: Incorporating Model-Based Critic for Task-Oriented Dialogue Systems. EMNLP (Findings) 2020: 854-863 - [c69]Carel van Niekerk, Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Milica Gasic:
Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles. EMNLP (Findings) 2020: 3096-3102 - [c68]Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic:
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking. SIGdial 2020: 35-44 - [c67]Alexander Jakubowski, Milica Gasic, Marcus Zibrowius:
Topology of Word Embeddings: Singularities Reflect Polysemy. *SEM@COLING 2020: 103-113 - [i35]Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic:
TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking. CoRR abs/2005.02877 (2020) - [i34]Carel van Niekerk, Michael Heck, Christian Geishauser, Hsien-Chin Lin, Nurul Lubis, Marco Moresi, Milica Gasic:
Knowing What You Know: Calibrating Dialogue Belief State Distributions via Ensembles. CoRR abs/2010.02586 (2020) - [i33]Nurul Lubis, Christian Geishauser, Michael Heck, Hsien-Chin Lin, Marco Moresi, Carel van Niekerk, Milica Gasic:
LAVA: Latent Action Spaces via Variational Auto-encoding for Dialogue Policy Optimization. CoRR abs/2011.09378 (2020) - [i32]Michael Heck, Carel van Niekerk, Nurul Lubis, Christian Geishauser, Hsien-Chin Lin, Marco Moresi, Milica Gasic:
Out-of-Task Training for Dialog State Tracking Models. CoRR abs/2011.09379 (2020) - [i31]Alexander Jakubowski, Milica Gasic, Marcus Zibrowius:
Topology of Word Embeddings: Singularities Reflect Polysemy. CoRR abs/2011.09413 (2020)
2010 – 2019
- 2019
- [j10]Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu:
AgentGraph: Toward Universal Dialogue Management With Structured Deep Reinforcement Learning. IEEE ACM Trans. Audio Speech Lang. Process. 27(9): 1378-1391 (2019) - [c66]Paula Wesselmann, Yen-Chen Wu, Milica Gasic:
Curiosity-driven Reinforcement Learning for Dialogue Management. ICASSP 2019: 7210-7214 - [c65]Bo-Hsiang Tseng, Pawel Budzianowski, Yen-Chen Wu, Milica Gasic:
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. SIGdial 2019: 155-164 - [e1]Satoshi Nakamura, Milica Gasic, Ingrid Zuckerman, Gabriel Skantze, Mikio Nakano, Alexandros Papangelis, Stefan Ultes, Koichiro Yoshino:
Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue, SIGdial 2019, Stockholm, Sweden, September 11-13, 2019. Association for Computational Linguistics 2019, ISBN 978-1-950737-61-1 [contents] - [i30]Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yen-Chen Wu, Steve J. Young, Milica Gasic:
Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. CoRR abs/1901.01466 (2019) - [i29]Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu:
AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning. CoRR abs/1905.11259 (2019) - [i28]Bo-Hsiang Tseng, Pawel Budzianowski, Yen-Chen Wu, Milica Gasic:
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. CoRR abs/1910.06719 (2019) - 2018
- [j9]Pei-Hao Su, Milica Gasic, Steve J. Young:
Reward estimation for dialogue policy optimisation. Comput. Speech Lang. 51: 24-43 (2018) - [j8]Gellért Weisz, Pawel Budzianowski, Pei-Hao Su, Milica Gasic:
Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces. IEEE ACM Trans. Audio Speech Lang. Process. 26(11): 2083-2097 (2018) - [c64]Osman Ramadan, Pawel Budzianowski, Milica Gasic:
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. ACL (2) 2018: 432-437 - [c63]Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford, Milica Gasic:
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. Louhi@EMNLP 2018: 44-54 - [c62]Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, Milica Gasic:
MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. EMNLP 2018: 5016-5026 - [c61]Christopher Tegho, Pawel Budzianowski, Milica Gasic:
Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation. ICASSP 2018: 6069-6073 - [c60]Lu Chen, Cheng Chang, Zhi Chen, Bowen Tan, Milica Gasic, Kai Yu:
Policy Adaptation for Deep Reinforcement Learning-Based Dialogue Management. ICASSP 2018: 6074-6078 - [c59]Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Stefan Ultes, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Milica Gasic:
Feudal Reinforcement Learning for Dialogue Management in Large Domains. NAACL-HLT (2) 2018: 714-719 - [c58]Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic:
Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems. SIGDIAL Conference 2018: 60-69 - [c57]Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yen-Chen Wu, Steve J. Young, Milica Gasic:
Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. SIGDIAL Conference 2018: 273-283 - [c56]Iñigo Casanueva, Pawel Budzianowski, Stefan Ultes, Florian Kreyssig, Bo-Hsiang Tseng, Yen-Chen Wu, Milica Gasic:
Feudal Dialogue Management with Jointly Learned Feature Extractors. SIGDIAL Conference 2018: 332-337 - [c55]Bo-Hsiang Tseng, Florian Kreyssig, Pawel Budzianowski, Iñigo Casanueva, Yen-Chen Wu, Stefan Ultes, Milica Gasic:
Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. SIGDIAL Conference 2018: 338-343 - [i27]Gellért Weisz, Pawel Budzianowski, Pei-Hao Su, Milica Gasic:
Sample Efficient Deep Reinforcement Learning for Dialogue Systems with Large Action Spaces. CoRR abs/1802.03753 (2018) - [i26]Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Stefan Ultes, Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Milica Gasic:
Feudal Reinforcement Learning for Dialogue Management in Large Domains. CoRR abs/1803.03232 (2018) - [i25]Florian Kreyssig, Iñigo Casanueva, Pawel Budzianowski, Milica Gasic:
Neural User Simulation for Corpus-based Policy Optimisation for Spoken Dialogue Systems. CoRR abs/1805.06966 (2018) - [i24]Lina Maria Rojas-Barahona, Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Milica Gasic, Bo-Hsiang Tseng, Steve J. Young:
Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems. CoRR abs/1806.05484 (2018) - [i23]Osman Ramadan, Pawel Budzianowski, Milica Gasic:
Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. CoRR abs/1807.06517 (2018) - [i22]Lina Maria Rojas-Barahona, Bo-Hsiang Tseng, Yinpei Dai, Clare Mansfield, Osman Ramadan, Stefan Ultes, Michael Crawford, Milica Gasic:
Deep learning for language understanding of mental health concepts derived from Cognitive Behavioural Therapy. CoRR abs/1809.00640 (2018) - [i21]Pawel Budzianowski, Tsung-Hsien Wen, Bo-Hsiang Tseng, Iñigo Casanueva, Stefan Ultes, Osman Ramadan, Milica Gasic:
MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. CoRR abs/1810.00278 (2018) - [i20]Bo-Hsiang Tseng, Florian Kreyssig, Pawel Budzianowski, Iñigo Casanueva, Yen-Chen Wu, Stefan Ultes, Milica Gasic:
Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. CoRR abs/1812.08879 (2018) - 2017
- [j7]Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Dialogue manager domain adaptation using Gaussian process reinforcement learning. Comput. Speech Lang. 45: 552-569 (2017) - [j6]Milica Gasic, Dilek Hakkani-Tür, Asli Celikyilmaz:
Spoken language understanding and interaction: machine learning for human-like conversational systems. Comput. Speech Lang. 46: 249-251 (2017) - [j5]Nikola Mrksic, Ivan Vulic, Diarmuid Ó Séaghdha, Ira Leviant, Roi Reichart, Milica Gasic, Anna Korhonen, Steve J. Young:
Semantic Specialization of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. Trans. Assoc. Comput. Linguistics 5: 309-324 (2017) - [c54]Stefan Ultes, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Dongho Kim, Iñigo Casanueva, Pawel Budzianowski, Nikola Mrksic, Tsung-Hsien Wen, Milica Gasic, Steve J. Young:
PyDial: A Multi-domain Statistical Dialogue System Toolkit. ACL (System Demonstrations) 2017: 73-78 - [c53]Tsung-Hsien Wen, David Vandyke, Nikola Mrksic, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, Steve J. Young:
A Network-based End-to-End Trainable Task-oriented Dialogue System. EACL (1) 2017: 438-449 - [c52]Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young:
Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning. INTERSPEECH 2017: 1721-1725 - [c51]Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young:
Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. SIGDIAL Conference 2017: 65-70 - [c50]Pawel Budzianowski, Stefan Ultes, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Iñigo Casanueva, Lina Maria Rojas-Barahona, Milica Gasic:
Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. SIGDIAL Conference 2017: 86-92 - [c49]Pei-Hao Su, Pawel Budzianowski, Stefan Ultes, Milica Gasic, Steve J. Young:
Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. SIGDIAL Conference 2017: 147-157 - [c48]Kyusong Lee, Tiancheng Zhao, Yulun Du, Edward Cai, Allen Lu, Eli Pincus, David R. Traum, Stefan Ultes, Lina Maria Rojas-Barahona, Milica Gasic, Steve J. Young, Maxine Eskénazi:
DialPort, Gone Live: An Update After A Year of Development. SIGDIAL Conference 2017: 170-173 - [i19]Nikola Mrksic, Ivan Vulic, Diarmuid Ó Séaghdha, Ira Leviant, Roi Reichart, Milica Gasic, Anna Korhonen, Steve J. Young:
Semantic Specialisation of Distributional Word Vector Spaces using Monolingual and Cross-Lingual Constraints. CoRR abs/1706.00374 (2017) - [i18]Pawel Budzianowski, Stefan Ultes, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Iñigo Casanueva, Lina Maria Rojas-Barahona, Milica Gasic:
Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. CoRR abs/1706.06210 (2017) - [i17]Pei-Hao Su, Pawel Budzianowski, Stefan Ultes, Milica Gasic, Steve J. Young:
Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. CoRR abs/1707.00130 (2017) - [i16]Stefan Ultes, Pawel Budzianowski, Iñigo Casanueva, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Tsung-Hsien Wen, Milica Gasic, Steve J. Young:
Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. CoRR abs/1707.06299 (2017) - [i15]Iñigo Casanueva, Pawel Budzianowski, Pei-Hao Su, Nikola Mrksic, Tsung-Hsien Wen, Stefan Ultes, Lina Maria Rojas-Barahona, Steve J. Young, Milica Gasic:
A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management. CoRR abs/1711.11023 (2017) - [i14]Christopher Tegho, Pawel Budzianowski, Milica Gasic:
Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation. CoRR abs/1711.11486 (2017) - 2016
- [c47]Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. ACL (1) 2016 - [c46]Lina Maria Rojas-Barahona, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Stefan Ultes, Tsung-Hsien Wen, Steve J. Young:
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. COLING 2016: 258-267 - [c45]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young:
Conditional Generation and Snapshot Learning in Neural Dialogue Systems. EMNLP 2016: 2153-2162 - [c44]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Steve J. Young:
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. HLT-NAACL 2016: 120-129 - [c43]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Counter-fitting Word Vectors to Linguistic Constraints. HLT-NAACL 2016: 142-148 - [i13]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Lina Maria Rojas-Barahona, Pei-Hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Counter-fitting Word Vectors to Linguistic Constraints. CoRR abs/1603.00892 (2016) - [i12]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-hao Su, David Vandyke, Steve J. Young:
Multi-domain Neural Network Language Generation for Spoken Dialogue Systems. CoRR abs/1603.01232 (2016) - [i11]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young:
A Network-based End-to-End Trainable Task-oriented Dialogue System. CoRR abs/1604.04562 (2016) - [i10]Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems. CoRR abs/1605.07669 (2016) - [i9]Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Continuously Learning Neural Dialogue Management. CoRR abs/1606.02689 (2016) - [i8]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Steve J. Young:
Conditional Generation and Snapshot Learning in Neural Dialogue Systems. CoRR abs/1606.03352 (2016) - [i7]Milica Gasic, Nikola Mrksic, Lina Maria Rojas-Barahona, Pei-Hao Su, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Dialogue manager domain adaptation using Gaussian process reinforcement learning. CoRR abs/1609.02846 (2016) - [i6]Lina Maria Rojas-Barahona, Milica Gasic, Nikola Mrksic, Pei-Hao Su, Stefan Ultes, Tsung-Hsien Wen, Steve J. Young:
Exploiting Sentence and Context Representations in Deep Neural Models for Spoken Language Understanding. CoRR abs/1610.04120 (2016) - 2015
- [c42]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Multi-domain Dialog State Tracking using Recurrent Neural Networks. ACL (2) 2015: 794-799 - [c41]David Vandyke, Pei-hao Su, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Multi-domain dialogue success classifiers for policy training. ASRU 2015: 763-770 - [c40]Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Policy committee for adaptation in multi-domain spoken dialogue systems. ASRU 2015: 806-812 - [c39]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. EMNLP 2015: 1711-1721 - [c38]Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Steve J. Young:
Distributed dialogue policies for multi-domain statistical dialogue management. ICASSP 2015: 5371-5375 - [c37]Pei-hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Learning from real users: rating dialogue success with neural networks for reinforcement learning in spoken dialogue systems. INTERSPEECH 2015: 2007-2011 - [c36]Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-Hao Su, David Vandyke, Steve J. Young:
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. SIGDIAL Conference 2015: 275-284 - [c35]Lu Chen, Pei-Hao Su, Milica Gasic:
Hyper-parameter Optimisation of Gaussian Process Reinforcement Learning for Statistical Dialogue Management. SIGDIAL Conference 2015: 407-411 - [c34]Pei-Hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. SIGDIAL Conference 2015: 417-421 - [i5]Nikola Mrksic, Diarmuid Ó Séaghdha, Blaise Thomson, Milica Gasic, Pei-hao Su, David Vandyke, Tsung-Hsien Wen, Steve J. Young:
Multi-domain Dialog State Tracking using Recurrent Neural Networks. CoRR abs/1506.07190 (2015) - [i4]Tsung-Hsien Wen, Milica Gasic, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Semantically Conditioned LSTM-based Natural Language Generation for Spoken Dialogue Systems. CoRR abs/1508.01745 (2015) - [i3]Tsung-Hsien Wen, Milica Gasic, Dongho Kim, Nikola Mrksic, Pei-hao Su, David Vandyke, Steve J. Young:
Stochastic Language Generation in Dialogue using Recurrent Neural Networks with Convolutional Sentence Reranking. CoRR abs/1508.01755 (2015) - [i2]Pei-hao Su, David Vandyke, Milica Gasic, Dongho Kim, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Learning from Real Users: Rating Dialogue Success with Neural Networks for Reinforcement Learning in Spoken Dialogue Systems. CoRR abs/1508.03386 (2015) - [i1]Pei-hao Su, David Vandyke, Milica Gasic, Nikola Mrksic, Tsung-Hsien Wen, Steve J. Young:
Reward Shaping with Recurrent Neural Networks for Speeding up On-Line Policy Learning in Spoken Dialogue Systems. CoRR abs/1508.03391 (2015) - 2014
- [j4]Milica Gasic, Steve J. Young:
Gaussian Processes for POMDP-Based Dialogue Manager Optimization. IEEE ACM Trans. Audio Speech Lang. Process. 22(1): 28-40 (2014) - [c33]Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Steve J. Young:
Dialogue context sensitive HMM-based speech synthesis. ICASSP 2014: 2554-2558 - [c32]