Trung Bui

Senior Research Scientist & Research Manager

San Jose

Trung is a researcher and research manager at Creative Intelligence Lab, Adobe Research. He joined Adobe from North Side Inc. in Montreal where he led the language team to develop dialog management technologies for the Bot Colony game. He conducted his PhD research at Human Media Interaction Group, University of Twente, the Netherlands and spent one and a half years as a research associate at Stanford University in the Center for the Study of Language and Information. He also worked at the Artificial Intelligence Laboratory, Swiss Federal Institute of Technology in Lausanne, Switzerland.

He has been working in various research projects in the domain of dialogue management, natural language processing, joint vision and language, AI and machine learning.

Personal web page




UMIC: An Unreferenced Metric for Image Captioning via Contrastive Learning

Lee, H., Yoon, D., Dernoncourt, F., Bui, T., Jung, K. (Aug. 4, 2021)

ACL 2021

A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question Understanding

Mrini, K., Dernoncourt, F., Yoon, D., Bui, T., Chang, W., Farcas, E., Nakashole, N. (Aug. 4, 2021)

ACL 2021

Learning by Planning: Language-Guided Global Image Editing

Shi, J., Xu, N., Xu, Y., Bui, T., Dernoncourt, F., Xu, C. (Jun. 25, 2021)

CVPR 2021

UCSD-Adobe at MEDIQA 2021: Transfer Learning and Answer Sentence Selection for Medical Summarization

Mrini, K., Dernoncourt, F., Yoon, D., Bui, T., Chang, W., Farcas, E., Nakashole, N. (Jun. 11, 2021)


X-METRA-ADA: Cross-lingual Meta-Transfer learning Adaptation to Natural Language Understanding and Question Answering

M'hamdi, M., Kim, D., Dernoncourt, F., Bui, T., Ren, X., May, J. (Jun. 11, 2021)

NAACL 2021

KPQA: A Metric for Generative Question Answering Using Keyphrase Weights

Lee, H., Yoon, D., Dernoncourt, F., Kim, D., Bui, T., Shin, J., Jung, K. (Jun. 11, 2021)

NAACL 2021

A Context-Dependent Gated Module for Incorporating Symbolic Semantics into Event Coreference Resolution

Lai, T., Ji, H., Bui, T., Tran, Q., Dernoncourt, F., Chang, W. (Jun. 11, 2021)

NAACL 2021

Open-Domain Question Answering with Pre-Constructed Question Spaces

Xiao, J., Wang, L., Dernoncourt, F., Bui, T., Sun, T., Han, J. (Jun. 11, 2021)


A Benchmark and Baseline for Language-Driven Image Editing

Shi, J., Xu, N., Bui, T., Dernoncourt, F., Wen, Z., Xu, C. (Dec. 4, 2020)

ACCV 2020

ViLBERTScore: Evaluating Image Caption Using Vision-and-Language BERT

Lee, H., Yoon, D., Dernoncourt, F., Kim, D., Bui, T., Jung, K. (Nov. 20, 2020)

EMNLP 2020 Eval4NLP

Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data Augmentation

Yoo, K., Lee, H., Dernoncourt, F., Bui, T., Chang, W., Lee, S. (Nov. 18, 2020)

EMNLP 2020

Scene Graph Modification Based on Natural Language Commands

He, X., Tran, Q., Haffari, G., Chang, W., Lin, Z., Bui, T., Dernoncourt, F., Dam, N. (Nov. 18, 2020)

EMNLP Findings 2020

Rethinking Self-Attention: Towards Interpretability in Neural Parsing

Mrini, K., Dernoncourt, F., Tran, Q., Bui, T., Chang, W., Nakashole, N. (Nov. 18, 2020)

EMNLP Findings 2020

Efficient Deployment of Conversational Natural Language Interfaces over Databases

Colas, A., Bui, T., Dernoncourt, F., Sinha, M., Kim, D. (Jul. 10, 2020)

ACL 2020 First Workshop on Natural Language Interfaces

Visual Dialog: Do we really need it?

Agarwal, S., Bui, T., Lee, J., Konstas, I., Rieser, V. (Jul. 5, 2020)

ACL 2020

Propagate-Selector: Detecting Supporting Sentences for Question Answering via Graph Neural Networks

Yoon, D., Dernoncourt, F., Kim, D., Bui, T., Jung, K. (May. 12, 2020)

LREC 2020

DSTC8-AVSD: Multimodal Semantic Transformer Network with Retrieval Style Word Generator

Lee, H., Yoon, D., Dernoncourt, F., Kim, D., Bui, T., Jung, K. (Feb. 8, 2020)

AAAI 2020 Dialog System Technology Challenge (DSTC8)

A Markov Network Model for Natural Language Semantic Matching

Wang, L., Bui, T., Dernoncourt, F., Modani, N. (Nov. 8, 2019)

ICDM 2019 Autonomous Machine Learning Workshop

A Compare-Aggregate Model with Latent Clustering for Answer Selection

Yoon, D., Dernoncourt, F., Kim, D., Bui, T., Jung, K. (Nov. 7, 2019)

CIKM 2019

Bayesian Optimization for Selecting Efficient Machine Learning Models

Wang, L., Dernoncourt, F., Bui, T. (Nov. 7, 2019)

CIKM 2019 MoST-Rec Workshop

A Gated Self-attention Memory Network for Answer Selection

Lai, T., Tran, Q., Bui, T., Kihara, D. (Nov. 5, 2019)

EMNLP 2019

Exploiting semi-supervised training through a dropout regularization in end-to-end speech recognition

Dey, S., Motlicek, P., Bui, T., Dernoncourt, F. (Sep. 20, 2019)

Interspeech 2019

Highlights of Attention Mechanisms for Model Interpretability

Mrini, K., Dernoncourt, F., Bui, T., Chang, W., Nakashole, N. (Sep. 13, 2019)

SoCal NLP Symposium 2019

Modeling Visual Relationships in Language

Tan, H., Dernoncourt, F., Lin, Z., Bui, T., Bansal, M. (Jul. 28, 2019)

Proc. of ACL

Supervised Transfer Learning for Product Information Question Answering

Lai, T., Bui, T., Lipka, N., Li, S. (Dec. 17, 2018)

Proc. of ICMLA

A Multimodal Dialogue System for Conversational Image Editing

Lin, T., Bui, T., Kim, D., Oh, J. (Dec. 13, 2018)

Proc. of 2nd Conversational AI Workshop - NIPS

Visually Indicated Sound Generation by Perceptually Optimized Classification

Chen, K., Zhang, C., Fang, C., Wang, Z., Bui, T., Nevatia, R. (Sep. 9, 2018)

Best Paper Award

Proc. of the 1st Multimodal Learning and Applications Workshop (MULA 2018)

A Framework for Speech Recognition Benchmarking

Dernoncourt, F., Bui, T., Chang, W. (Sep. 2, 2018)

Proc. of Interspeech 2018

A Review on Deep Learning Techniques Applied to Answer Selection

Lai, T., Bui, T., Li, S. (Aug. 20, 2018)

Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018)

Conversational Image Editing: Incremental Intent Identification in a New Dialogue Task

Manuvinakurike, R., Bui, T., Chang, W., Georgila, K. (Jul. 12, 2018)

Best Paper Award

Proc. of SIGDIAL 2018

Visual to Sound: Generating Natural Sound for Videos in the Wild

Zhou, Y., Wang, Z., Fang, C., Bui, T., Berg, T. (Jun. 18, 2018)

Proc. of CVPR 2018

The Context-dependent Additive Recurrent Neural Net

Tran, Q., Lai, T., Haffari, G., Zukerman, I., Bui, T., Bui, H. (Jun. 1, 2018)

Proceedings of NAACL-HLT 2018

A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents

Cohan, A., Dernoncourt, F., Kim, D., Bui, T., Kim, S., Chang, W., Goharian, N. (Jun. 1, 2018)

Proceedings of NAACL-HLT 2018

PhotoshopQuiA: A Corpus of Non-Factoid Questions and Answers for Why-Question Answering

Dulceanu, A., Le Dinh, T., Chang, W., Bui, T., Kim, D., Vu, M., Kim, S. (May. 7, 2018)

Proc. of LREC 2018

Edit me: A Corpus and a Framework for Understanding Natural Language Image Editing

Manuvinakurike, R., Brixey, J., Bui, T., Chang, W., Kim, D., Artstein, R., Georgila, K. (May. 7, 2018)

Proc. of LREC 2018

Attention guided Multi-modal Correlation Learning for Image Search

Chen, K., Bui, T., Fang, C., Wang, Z., Nevatia, R. (Jul. 21, 2017)

Proc. of CVPR 2017

Practical Linear Models for Large-Scale One-Class Collaborative Filtering

Sedhain, S., Bui, H., Kawale, J., Vlassis, N., Kveton, B., Menon, A., Bui, T., Sanner, S. (Jul. 9, 2016)

25th International Joint Conference on Artificial Intelligence

Spoken Language Understanding for DSTC 4

Dernoncourt, F., Lee, J., Bui, T., Bui, H. (Jan. 13, 2016)

The 7th International Workshop on Spoken Dialogue Systems (IWSDS 2016), Finland

Robust Dialog State Tracking for Large Ontologies

Dernoncourt, F., Lee, J., Bui, T., Bui, H. (Jan. 1, 2016)

International Workshop on Spoken Dialog Systems 2016, Finland

A Speech-drive E-book Technology Prototype Demo

Peters, S., Bui, T. (Dec. 1, 2014)

In Proceedings of the 2014 Spoken Language Technology Workshop (SLT 2014) , South Lake Tahoe, Nevada, USA.

A Multi-core Fitted Q Iteration Algorithm for Customer Lifetime Value Optimization

Bui, T. (Jun. 26, 2014)

Proceedings of the ICML-2014 Workshop on Customers Value Optimization in Digital Marketing, Beijing, China

Decision Detection using Hierarchical Graphical Models

Bui, T., Peters, S. (Jan. 31, 2010)

In Proceedings of the 48th Annual Meeting of Association for Computational Linguistics (ACL 2010) , Uppsala, Sweden.

Affective Dialogue Management Using Factored POMDPs

Bui, T., Zwiers, J., Poel, M., Nijholt, A. (Jan. 1, 2010)

In Interactive Collaborative Information Systems, SCI 281, pages 207-236, Springer-Verlag Berlin

Extracting Decisions from multi-party Dialog using Directed Graphical Models and Semantic Similarity

Bui, T., Frampton, M., Dowding, J., Peters, S. (Sep. 11, 2009)

In Proceedings of the 10th Annual SIGDIAL Meeting on Discourse and Dialogue (SIGdial 09), London, UK.

Real-time Decision Detection in Multi-party Dialogue

Frampton, M., Huang, J., Bui, T., Peters, S. (Aug. 6, 2009)

In Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing, pages 1133–1141, Singapore.

A Tractable Hybrid DDN-POMDP Approach to Affective Dialogue Modeling for Probabilistic Frame-based Dialogue Systems

Bui, T., Poel, M., Nijholt, A., Zwiers, J. (Feb. 3, 2009)

In Natural Language Engineering, 15(2), pages 273-307, Cambridge University Press

Practical Dialogue Manager Development using POMDPs

Bui, T., van Schooten, B., Hofs, D. (Sep. 1, 2007)

In Proceedings of the 8th SIGdial Workshop on Discourse and Dialogue, pages 215–218, Antwerp, Belgium

Generic Dialogue Modeling for Multi-application Dialogue Systems

Bui, T., Zwiers, J., Nijholt, A., Poel, M. (Jul. 1, 2006)

In Machine Learning for Multimodal Interaction, LNCS 3866, 2006, pp 174-186

Rapid Dialogue Prototyping Methodology

Bui, T., Rajman, M., Melichar, M. (Sep. 1, 2004)

In Text, Speech and Dialogue, LNCS 3206, 2004, pp 579-586