Survey on Evaluation Methods for Dialogue Systems (Journal of Artificial Intelligence Review 2020)
Jan Deriu, Alvaro Rodrigo, Arantxa Otegi, Guillermo Echegoyen, Sophie Rosset, Eneko Agirre, Mark Cieliebak
[paper]
Emergent Linguistic Phenomena in Multi-Agent Communication Games (EMNLP2019)
Laura Graesser, Kyunghyun Cho, Douwe Kiela
[paper]
Personalized Dialogue Generation with Diversified Traits
Yinhe Zheng, Guanyi Chen, Minlie Huang, Song Liu, Xuan Zhu
[paper]
Deep Bayesian Network for Visual Question Generation (WACV2020)
Badri N. Patro, Vinod K. Kurmi, Sandeep Kumar, Vinay P. Namboodiri
[paper]
Emergent Tool Use From Multi-Agent Autocurricula (ICLR2020)
Bowen Baker, Ingmar Kanitscheider, Todor Markov, Yi Wu, Glenn Powell, Bob McGrew, Igor Mordatch
[paper]
[Other's introduction]
Extended Answer and Uncertainty Aware Neural Question Generation
Hongwei Zeng, Zhuo Zhi, Jun Liu, Bifan Wei
[paper]
What's to know? Uncertainty as a Guide to Asking Goal-oriented Questions (CVPR2019)
Ehsan Abbasnejad, Qi Wu, Javen Shi, Anton van den Hengel
[paper]
What makes a good conversation? How controllable attributes affect human judgments (NAACL2019)
Abigail See, Stephen Roller, Douwe Kiela, Jason Weston
[paper]
Anti-efficient encoding in emergent communication
Rahma Chaabouni, Eugene Kharitonov, Emmanuel Dupoux, Marco Baroni
[paper]
How should my chatbot interact? A survey on human-chatbot interaction design
Ana Paula Chaves, Marco Aurelio Gerosa
[paper]
Learning to Caption Images through a Lifetime by Asking Questions
Kevin Shen, Amlan Kar, Sanja Fidler
[paper]
Learning from Dialogue after Deployment: Feed Yourself, Chatbot!
Braden Hancock, Antoine Bordes, Pierre-Emmanuel Mazare, Jason Weston
[paper]
Visual Dialogue without Vision or Dialogue (NeuIPS2018 workshop)
Daniela Massiceti, Puneet K. Dokania, N. Siddharth, Philip H.S. Torr
[paper]
Dialogue Generation: From Imitation Learning to Inverse Reinforcement Learning
Ziming Li, Julia Kiseleva, Maarten de Rijke
[paper]
Context-Aware Dialog Re-Ranking for Task-Oriented Dialog Systems (IEEE SLT)
Junki Ohmura, Maxine Eskenazi
[paper]
Answerer in Questioner's Mind: Information Theoretic Approach to Goal-Oriented Visual Dialog (NIPS2018)
Sang-Woo Lee, Yu-Jung Heo, Byoung-Tak Zhang
[paper]
Emergence of linguistic conventions in multi-agent reinforcement learning (PLOS ONE)
Dorota Lipowska, Adam Lipowski
[paper]
Goal-Oriented Visual Question Generation via Intermediate Rewards (ECCV2018)
[paper]
Intrinsic Social Motivation via Causal Influence in Multi-Agent RL
Natasha Jaques, Angeliki Lazaridou, Edward Hughes, Caglar Gulcehre, Pedro A. Ortega, DJ Strouse, Joel Z. Leibo, Nando de Freitas
[paper]
FlowQA: Grasping Flow in History for Conversational Machine Comprehension
Hsin-Yuan Huang, Eunsol Choi, Wen-tau Yih
[paper]
Generating Informative and Diverse Conversational Responses via Adversarial Information Maximization(NIPS2018)
Yizhe Zhang, Michel Galley, Jianfeng Gao, Zhe Gan, Xiujun Li, Chris Brockett, Bill Dolan
[paper]
Emotional Dialogue Generation using Image-Grounded Language Models (CHI2018)
[paper]
Interactive Language Acquisition with One-shot Visual Concept Learning through a Conversational Game (ACL2018)
Haichao Zhang, Haonan Yu, Wei Xu
[paper]
Conversational Image Editing: Incremental Intent Identification in a New Dialogue Task (SIGDIAL2018 best paper)
[paper]
Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems (ACL2018)
Andrea Madotto, Chien-Sheng Wu, Pascale Fung
[paper]
[code]
AI safety via debate
Geoffrey Irving, Paul Christiano, Dario Amodei
[paper]
Memory-augmented Dialogue Management for Task-oriented Dialogue Systems
Zheng Zhang, Minlie Huang, Zhongzhou Zhao, Feng Ji, Haiqing Chen, Xiaoyan Zhu
[paper]
Dialog-based Interactive Image Retrieval
Xiaoxiao Guo, Hui Wu, Yu Cheng, Steven Rennie, Rogerio Schmidt Feris
[paper]
Emergent Translation in Multi-Agent Communication(ICLR2018) [paper]
Multi-Agent Cooperation and the Emergence of (Natural) Language
Angeliki Lazaridou, Alexander Peysakhovich, Marco Baroni
[paper]
Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings
He He, Anusha Balakrishnan, Mihail Eric, Percy Liang
[paper]
Becoming the Expert - Interactive Multi-Class Machine Teaching(CVPR2015)
[project]
Paper Collection of Multi-Agent Reinforcement Learning
[link]
Two can play this Game: Visual Dialog with Discriminative Question Generation and Answering (CVPR2018)
Unnat Jain, Svetlana Lazebnik, Alexander Schwing
[paper]
Learning by Asking Questions (CVPR2018)
Ishan Misra, Ross Girshick, Rob Fergus, Martial Hebert, Abhinav Gupta, Laurens van der Maaten
[paper]
Visual Reference Resolution using Attention Memory for Visual Dialog
Paul Hongsuck Seo, Andreas Lehrmann, Bohyung Han, Leonid Sigal
[paper]
A Knowledge-Grounded Neural Conversation Model
Marjan Ghazvininejad, Chris Brockett, Ming-Wei Chang, Bill Dolan, Jianfeng Gao, Wen-tau Yih, Michel Galley
[paper]
Training an adaptive dialogue policy for interactive learning of visually grounded word meanings(SIGDIAL)
[paper]
Learning how to learn: an adaptive dialogue agent for incrementally learning visually grounded word meanings(ACL NLP best paper award)
[paper]
Natural Language Does Not Emerge 'Naturally' in Multi-Agent Dialog
Satwik Kottur, José M.F. Moura, Stefan Lee, Dhruv Batra
[paper]
Deal or No Deal? End-to-End Learning for Negotiation Dialogues
[paper]
Learning Visual Reasoning Without Strong Priors
Ethan Perez, Harm de Vries, Florian Strub, Vincent Dumoulin, Aaron Courville
[paper]
Batch Policy Gradient Methods for Improving Neural Conversation Models
Kirthevasan Kandasamy, Yoram Bachrach, Ryota Tomioka, Daniel Tarlow, David Carter
[paper]
Learning through Dialogue Interactions by Asking Questions
Jiwei Li, Alexander H. Miller, Sumit Chopra, Marc'Aurelio Ranzato, Jason Weston
[paper]
Adversarial Learning for Neural Dialogue Generation
[paper]
A Multichannel Convolutional Neural Network For Cross-language Dialog State Tracking
[paper]
Hierarchical Recurrent Attention Network for Response Generation
[paper]
Improving Human-Machine Cooperative Visual Search With Soft Highlighting
Ronald T. Kneusel, Michael C. Mozer
[paper]
Graph-Based Semi-Supervised Conditional Random Fields For Spoken Language Understanding Using Unaligned Data
Mohammad Aliannejadi, Masoud Kiaeeha, Shahram Khadivi, Saeed Shiry Ghidary
[paper]
Learning Discourse-level Diversity for Neural Dialog Models using Conditional Variational Autoencoders
Tiancheng Zhao, Ran Zhao, Maxine Eskenazi
[paper]
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding (NIPS2018spotlight)
Kexin Yi, Jiajun Wu, Chuang Gan, Antonio Torralba, Pushmeet Kohli, Joshua B. Tenenbaum
[paper]
Think Visually: Question Answering through Virtual Imagery (ACL2018)
Ankit Goyal, Jian Wang, Jia Deng
[paper]
Learning Visual Knowledge Memory Networks for Visual Question Answering (CVPR2018)
Zhou Su, Chen Zhu, Yinpeng Dong, Dongqi Cai, Yurong Chen, Jianguo Li
[paper]
Multimodal Hierarchical Reinforcement Learning Policy for Task-Oriented Visual Dialog (ACL2018)
Jiaping Zhang, Tiancheng Zhao, Zhou Yu
[paper]
Customized Image Narrative Generation via Interactive Visual Question Generation and Answering (CVPR2018)
paper](Andrew Shin, Yoshitaka Ushiku, Tatsuya Harada
[paper]
Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning (CVPR2018)
Qi Wu, Peng Wang, Chunhua Shen, Ian Reid, Anton van den Hengel
[paper]
FlipDial: A Generative Model for Two-Way Visual Dialogue (CVPR2018)
Daniela Massiceti, N. Siddharth, Puneet K. Dokania, Philip H.S. Torr
[paper]
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering (CVPR2018)
[paper]
[code]
CVPR2017 winner
Inferring and Executing Programs for Visual Reasoning
Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Judy Hoffman, Li Fei-Fei, C. Lawrence Zitnick, Ross Girshick
[paper]
VizWiz Grand Challenge: Answering Visual Questions from Blind People
Danna Gurari, Qing Li, Abigale J. Stangl, Anhong Guo, Chi Lin, Kristen Grauman, Jiebo Luo, Jeffrey P. Bigham
[paper]
The NarrativeQA Reading Comprehension Challenge
Tomáš Kočiský, Jonathan Schwarz, Phil Blunsom, Chris Dyer, Karl Moritz Hermann, Gábor Melis, Edward Grefenstette
[paper]
IQA: Visual Question Answering in Interactive Environments
Daniel Gordon, Aniruddha Kembhavi, Mohammad Rastegari, Joseph Redmon, Dieter Fox, Ali Farhadi
[paper]
Are You Talking to Me? Reasoned Visual Dialog Generation through Adversarial Learning
Qi Wu, Peng Wang, Chunhua Shen, Ian Reid, Anton van den Hengel
[paper]
Asking the Difficult Questions: Goal-Oriented Visual Question Generation via Intermediate Rewards
Junjie Zhang, Qi Wu, Chunhua Shen, Jian Zhang, Jianfeng Lu, Anton van den Hengel
[paper]
High-Order Attention Models for Visual Question Answering(NIPS2017)
Idan Schwartz, Alexander G. Schwing, Tamir Hazan
[paper]
Image-Grounded Conversations: Multimodal Context for Natural Question and Response Generation
[paper]
FiLM: Visual Reasoning with a General Conditioning Layer
Ethan Perez, Florian Strub, Harm de Vries, Vincent Dumoulin, Aaron Courville
[paper]
A simple neural network module for relational reasoning
Adam Santoro, David Raposo, David G.T. Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, Timothy Lillicrap
[paper]
Survey of Visual Question Answering: Datasets and Techniques
Akshay Kumar Gupta
[paper]
Inferring and Executing Programs for Visual Reasoning
Justin Johnson, Bharath Hariharan, Laurens van der Maaten, Judy Hoffman, Li Fei-Fei, C. Lawrence Zitnick, Ross Girshick
[paper]
Machine Comprehension by Text-to-Text Neural Question Generation
Xingdi Yuan, Tong Wang, Caglar Gulcehre, Alessandro Sordoni, Philip Bachman, Sandeep Subramanian, Saizheng Zhang, Adam Trischler
[paper]
GuessWhat?! Visual object discovery through multi-modal dialogue(CVPR2017)
[paper]
A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input(NIPS2014)
[paper]
Visual Dialog
Abhishek Das, Satwik Kottur, Khushi Gupta, Avi Singh, Deshraj Yadav, José M. F. Moura, Devi Parikh, Dhruv Batra
[paper]
[code]
Learning to Reason: End-to-End Module Networks for Visual Question Answering
Ronghang Hu, Jacob Andreas, Marcus Rohrbach, Trevor Darrell, Kate Saenko
[paper]
Ask Your Neurons: A Neural-based Approach to Answering Questions about Images(ICCV2015)
Mateusz Malinowski, Marcus Rohrbach, Mario Fritz
[paper]
Creativity: Generating Diverse Questions using Variational Autoencoders
Unnat Jain, Ziyu Zhang, Alexander Schwing
[paper]
Semi-Supervised QA with Generative Domain-Adaptive Nets
Zhilin Yang, Junjie Hu, Ruslan Salakhutdinov, William W. Cohen
[paper]
Learning Models for Actions and Person-Object Interactions with Transfer to Question Answering(ECCV2016)
Arun Mallya, Svetlana Lazebnik
[paper]
Stacked Attention Networks for Image Question Answering
Zichao Yang, Xiaodong He, Jianfeng Gao, Li Deng, Alex Smola
[paper]
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding
Akira Fukui, Dong Huk Park, Daylen Yang, Anna Rohrbach, Trevor Darrell, Marcus Rohrbach
[paper]
[code(caffe)]
Image-Grounded Conversations: Multimodal Context for Natural Question and Response Generation
Nasrin Mostafazadeh, Chris Brockett, Bill Dolan, Michel Galley, Jianfeng Gao, Georgios P. Spithourakis, Lucy Vanderwende
[paper]
Generating Natural Questions About an Image(ACL2016)
Nasrin Mostafazadeh, Ishan Misra, Jacob Devlin, Margaret Mitchell,Xiaodong He, Lucy Vanderwende
[paper]
[slide(ja)]
Generating Factoid Questions With Recurrent Neural Networks: The 30M Factoid Question-Answer Corpus(ACL2016)
[paper]
[slide(ja)]
Machine Comprehension Using Match-LSTM and Answer Pointer
Shuohang Wang, Jing Jiang
[link]
On-line Active Reward Learning for Policy Optimisation in Spoken Dialogue Systems
Pei-Hao Su, Milica Gasic, Nikola Mrksic, Lina Rojas-Barahona, Stefan Ultes, David Vandyke, Tsung-Hsien Wen, Steve Young
[paper]
Key-Value Retrieval Networks for Task-Oriented Dialogue
Mihail Eric, Christopher D. Manning
[paper]
End-to-End Task-Completion Neural Dialogue Systems
Xuijun Li, Yun-Nung Chen, Lihong Li, Jianfeng Gao
[paper]
Coherent Dialogue with Attention-based Language Models
Hongyuan Mei, Mohit Bansal, Matthew R. Walter
[paper]
A Network-based End-to-End Trainable Task-oriented Dialogue System
Tsung-Hsien Wen, Milica Gašic, Nikola Mrkši ´ c, Lina M. Rojas-Barahona, ´
Pei-Hao Su, Stefan Ultes, David Vandyke, Steve Young (Cambridge University)
[paper]
Deep Reinforcement Learning for Dialogue Generation(ArXiv)
Jiwei Li, Will Monroe, Alan Ritter, Dan Jurafsky
[paper]
Learning End-to-End Goal-Oriented Dialog(ArXiv)
Antoine Bordes, Jason Weston
[peaper]
Dialog-based Language Learning(ArXiv)
Jason Weston
[paper]
Learning Language Games through Interaction(ArXiv) Sida I. Wang, Percy Liang, Christopher D. Manning [paper]
A Long Short-Term Memory Framework for Predicting Humor in Dialogues(NAACL2016)
[paper]
A Neural Conversation Model
[GitXiv]
Adversarial Evaluation of Dialogue Models
[[paper(https://arxiv.org/abs/1701.08198)]
DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset
Yanran Li, Hui Su, Xiaoyu Shen, Wenjie Li, Ziqiang Cao, Shuzi Niu
[paper]
A Survey of Available Corpora For Building Data-Driven Dialogue Systems
Iulian Vlad Serban, Ryan Lowe, Laurent Charlin, Joelle Pineau
[paper]
Best of both worlds: human-machine collaboration for object annotation (CVPR2015)
Olga Russakovsky@1, Li-Jia Li@2, Li Fei-Fei@1 (@1:Stanford University, @2:Yahoo! Labs)
[project page]
[slieds]
Image Segmentation in Twenty Questions (CVPR2015)
Christian Rupprecht@1,2, Lo¨ıc Peter@1, Nassir Navab@1,2 (@1:Technische Universitat M¨ unchen, @2:Johns Hopkins University)
[paper][demo]
Game Theory (Open Access textbook with 165 solved exercises)
[book]
PyDial
[link]
Babble project
[link]
Dialogue Experimental Toolkit
[link]