PyDial: A Multi-domain Statistical Dialogue System Toolkit. - 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 (ACL (System Demonstrations), 2017)

Domain-Independent User Satisfaction Reward Estimation for Dialogue Policy Learning. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Tsung-Hsien Wen; Milica Gasic; Steve J. Young (INTERSPEECH, 2017)

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning. - Pawel Budzianowski; Stefan Ultes; Pei-Hao Su; Nikola Mrksic; Tsung-Hsien Wen; Iñigo Casanueva; Lina Maria Rojas-Barahona; Milica Gasic (SIGDIAL Conference, 2017)

Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management. - Pei-Hao Su; Pawel Budzianowski; Stefan Ultes; Milica Gasic; Steve J. Young (SIGDIAL Conference, 2017)

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective Reinforcement Learning. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Lina Maria Rojas-Barahona; Pei-Hao Su; Tsung-Hsien Wen; Milica Gasic; Steve J. Young (SIGDIAL Conference, 2017)

A Benchmarking Environment for Reinforcement Learning Based Task Oriented Dialogue Management. - Iñigo Casanueva; Pawel Budzianowski; Pei-Hao Su; Nikola Mrksic; Tsung-Hsien Wen; Stefan Ultes; Lina Maria Rojas-Barahona; Steve J. Young; Milica Gasic (CoRR, 2017)

Uncertainty Estimates for Efficient Neural Network-based Dialogue Policy Optimisation. - Christopher Tegho; Pawel Budzianowski; Milica Gasic (CoRR, 2017)

Large-Scale Multi-Domain Belief Tracking with Knowledge Sharing. - Osman Ramadan; Pawel Budzianowski; Milica Gasic (ACL (2), 2018)

MultiWOZ - A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modelling. - Pawel Budzianowski; Tsung-Hsien Wen; Bo-Hsiang Tseng; Iñigo Casanueva; Stefan Ultes; Osman Ramadan; Milica Gasic (EMNLP, 2018)

Benchmarking Uncertainty Estimates with Deep Reinforcement Learning for Dialogue Policy Optimisation. - Christopher Tegho; Pawel Budzianowski; Milica Gasic (ICASSP, 2018)

Feudal Reinforcement Learning for Dialogue Management in Large Domains. - Iñigo Casanueva; Pawel Budzianowski; Pei-Hao Su; Stefan Ultes; Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Milica Gasic (NAACL-HLT (2), 2018)

Feudal Dialogue Management with Jointly Learned Feature Extractors. - Iñigo Casanueva; Pawel Budzianowski; Stefan Ultes; Florian Kreyssig; Bo-Hsiang Tseng; Yen-Chen Wu; Milica Gasic (SIGDIAL Conference, 2018)

Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems. - Florian Kreyssig; Iñigo Casanueva; Pawel Budzianowski; Milica Gasic (SIGDIAL Conference, 2018)

Variational Cross-domain Natural Language Generation for Spoken Dialogue Systems. - Bo-Hsiang Tseng; Florian Kreyssig; Pawel Budzianowski; Iñigo Casanueva; Yen-Chen Wu; Stefan Ultes; Milica Gasic (SIGDIAL Conference, 2018)

Addressing Objects and Their Relations: The Conversational Entity Dialogue Model. - Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Lina Maria Rojas-Barahona; Bo-Hsiang Tseng; Yen-Chen Wu; Steve J. Young; Milica Gasic (SIGDIAL Conference, 2018)

Nearly Zero-Shot Learning for Semantic Decoding in Spoken Dialogue Systems. - Lina Maria Rojas-Barahona; Stefan Ultes; Pawel Budzianowski; Iñigo Casanueva; Milica Gasic; Bo-Hsiang Tseng; Steve J. Young (CoRR, 2018)

Sample Efficient Deep Reinforcement Learning for Dialogue Systems With Large Action Spaces. - Gellért Weisz; Pawel Budzianowski; Pei-Hao Su; Milica Gasic (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Training Neural Response Selection for Task-Oriented Dialogue Systems. - Matthew Henderson; Ivan Vulic; Daniela Gerz; Iñigo Casanueva; Pawel Budzianowski; Sam Coope; Georgios Spithourakis; Tsung-Hsien Wen; Nikola Mrksic; Pei-Hao Su (ACL (1), 2019)

Hello, It's GPT-2 - How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems. - Pawel Budzianowski; Ivan Vulic (NGT@EMNLP-IJCNLP, 2019)

PolyResponse: A Rank-based Approach to Task-Oriented Dialogue with Application in Restaurant Search and Booking. - Matthew Henderson; Ivan Vulic; Iñigo Casanueva; Pawel Budzianowski; Daniela Gerz; Sam Coope; Georgios Spithourakis; Tsung-Hsien Wen; Nikola Mrksic; Pei-Hao Su (EMNLP/IJCNLP (3), 2019)

Semi-Supervised Bootstrapping of Dialogue State Trackers for Task-Oriented Modelling. - Bo-Hsiang Tseng; Marek Rei; Pawel Budzianowski; Richard E. Turner; Bill Byrne; Anna Korhonen (EMNLP/IJCNLP (1), 2019)

Data Collection and End-to-End Learning for Conversational AI. - Tsung-Hsien Wen; Pei-Hao Su; Pawel Budzianowski; Iñigo Casanueva; Ivan Vulic (EMNLP/IJCNLP (2), 2019)

Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation. - Bo-Hsiang Tseng; Pawel Budzianowski; Yen-Chen Wu; Milica Gasic (SIGdial, 2019)

A Repository of Conversational Datasets. - Matthew Henderson; Pawel Budzianowski; Iñigo Casanueva; Sam Coope; Daniela Gerz; Girish Kumar; Nikola Mrksic; Georgios Spithourakis; Pei-Hao Su; Ivan Vulic; Tsung-Hsien Wen (CoRR, 2019)

Domain Transfer in Dialogue Systems without Turn-Level Supervision. - Joachim Bingel; Victor Petrén Bach Hansen; Ana Valeria González-Garduño; Pawel Budzianowski; Isabelle Augenstein; Anders Søgaard (CoRR, 2019)

ConvFiT: Conversational Fine-Tuning of Pretrained Language Models. - Ivan Vulic; Pei-Hao Su; Samuel Coope; Daniela Gerz; Pawel Budzianowski; Iñigo Casanueva; Nikola Mrksic; Tsung-Hsien Wen (EMNLP (1), 2021)

Data-driven policy optimisation for multi-domain task-oriented dialogue - Pawel Budzianowski (2021)

Multi-Label Intent Detection via Contrastive Task Specialization of Sentence Encoders. - Ivan Vulic; Iñigo Casanueva; Georgios Spithourakis; Avishek Mondal; Tsung-Hsien Wen; Pawel Budzianowski (EMNLP, 2022)

NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue. - Iñigo Casanueva; Ivan Vulic; Georgios Spithourakis; Pawel Budzianowski (NAACL-HLT (Findings), 2022)

EVI: Multilingual Spoken Dialogue Tasks and Dataset for Knowledge-Based Enrolment, Verification, and Identification. - Georgios Spithourakis; Ivan Vulic; Michal Lis; Iñigo Casanueva; Pawel Budzianowski (NAACL-HLT (Findings), 2022)

Improved and Efficient Conversational Slot Labeling through Question Answering. - Gabor Fuisz; Ivan Vulic; Samuel Gibbons; Iñigo Casanueva; Pawel Budzianowski (CoRR, 2022)

Dial BeInfo for Faithfulness: Improving Factuality of Information-Seeking Dialogue via Behavioural Fine-Tuning. - Evgeniia Razumovskaia; Ivan Vulic; Pavle Markovic; Tomasz Cichy; Qian Zheng; Tsung-Hsien Wen; Pawel Budzianowski (EMNLP (Findings), 2024)

Pheme: Efficient and Conversational Speech Generation. - Pawel Budzianowski; Taras Sereda; Tomasz Cichy; Ivan Vulic (CoRR, 2024)

Special Issue on Conversational Information Seeking. - Wenqiang Lei; Richang Hong; Hamed Zamani; Pawel Budzianowski; Vanessa Murdock 001; Emine Yilmaz (ACM Trans. Web, 2024)

Wait, that's not an option: LLMs Robustness with Incorrect Multiple-Choice Options. - Gracjan Góral; Emilia Wisnios; Piotr Sankowski; Pawel Budzianowski (ACL (1), 2025)

Knowledge-aware audio-grounded generative slot filling for limited annotated data. - Guangzhi Sun; Chao Zhang 031; Ivan Vulic; Pawel Budzianowski; Philip C. Woodland (Comput. Speech Lang., 2025)

EdgeVLA: Efficient Vision-Language-Action Models. - Pawel Budzianowski; Wesley Maa; Matthew Freed; Jingxiang Mo; Winston Hsiao; Aaron Xie; Tomasz Mloduchowski; Viraj Tipnis; Benjamin Bolte (CoRR, 2025)