Publications

Learn the latest in state-of-the art AI research techniques by exploring our publication database.

Competitive Experience Replay
Hao Liu, Alexander Trott, Richard Socher, Caiming Xiong · ICLR 2019
Global-to-local Memory Pointer Networks for Task-Oriented Dialogue
Chien-Sheng Wu, Richard Socher, Caiming Xiong · ICLR 2019
Self-Monitoring Navigation Agent via Auxiliary Progress Estimation
Chih-Yao Ma, Jiasen Lu, Zuxuan Wu, Ghassan AlRegib, Zsolt Kira, Richard Socher, Caiming Xiong · ICLR 2019
Augmented Cyclic Adversarial Learning for Domain Adaptation
Ehsan Hosseini-Asl, Yingbo Zhou, Caiming Xiong, Richard Socher · ICLR 2019
Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering
Victor Zhong, Caiming Xiong, Nitish Shirish Keskar, Richard Socher · ICLR 2019
A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation
Akhilesh Gotmare, Nitish Shirish Keskar, Caiming Xiong, Richard Socher · ICLR 2019
Identifying Generalization Properties in Neural Networks
Huan Wang, Nitish Shirish Keskar, Caiming Xiong, Richard Socher · arXiv
The Natural Language Decathlon: Multitask Learning as Question Answering
Bryan McCann, Nitish Shirish Keskar, Caiming Xiong, Richard Socher · arXiv
Multi-Hop Knowledge Graph Reasoning with Reward Shaping
Xi Victoria Lin, Richard Socher, Caiming Xiong · EMNLP 2018
Improving Abstraction in Text Summarization
Wojciech Kryściński, Romain Paulus, Caiming Xiong, Richard Socher · EMNLP 2018
A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech Domain Adaptation
Ehsan Hosseini-Asl, Yingbo Zhou, Caiming Xiong, Richard Socher · Interspeech 2018
Global-Locally Self-Attentive Encoder for Dialogue State Tracking
Victor Zhong, Caiming Xiong, Richard Socher. · ACL 2018
Efficient and Robust Question Answering from Minimal Context over Documents
Sewon Min, Victor Zhong, Richard Socher, Caiming Xiong. · ACL 2018
End-to-End Dense Video Captioning with Masked Transformer
Luowei Zhou, Yingbo Zhou, Jason J. Corso, Richard Socher, Caiming Xiong · CVPR 2018
An Analysis of Neural Language Modeling at Multiple Scales
Stephen Merity, Nitish Shirish Keskar, Richard Socher · arXiv
Interpretable Counting for Visual Question Answering
Alexander Trott, Caiming Xiong, Richard Socher · ICLR 2018
Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning
Tianmin Shu, Caiming Xiong, and Richard Socher · ICLR 2018
A Deep Reinforced Model for Abstractive Summarization
Romain Paulus, Caiming Xiong, Richard Socher · ICLR 2018
Non-Autoregressive Neural Machine Translation
Jiatao Gu, James Bradbury, Caiming Xiong, Victor O.K. Li, Richard Socher · ICLR 2018
DCN+: Mixed Objective and Deep Residual Coattention for Question Answering
Caiming Xiong, Victor Zhong and Richard Socher · ICLR 2018
Regularizing and Optimizing LSTM Language Models
Stephen Merity, Nitish Shirish Keskar, Richard Socher · ICLR 2018
A Flexible Approach to Automated RNN Architecture Generation
Stephen Merity, Martin Schrimpf, James Bradbury, Richard Socher · ICLR 2018 Workshop
Improving End-to-End Speech Recognition with Policy Learning
Yingbo Zhou, Caiming Xiong, Richard Socher · ICASSP 2018
Improving Generalization Performance by Switching from Adam to SGD
Nitish Shirish Keskar, Richard Socher · arXiv
Improved Regularization Techniques for End-to-End Speech Recognition
Yingbo Zhou, Caiming Xiong, Richard Socher · arXiv
Weighted Transformer Network for Machine Translation
Karim Ahmed, Nitish Shirish Keskar, Richard Socher · arXiv
Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning
Victor Zhong, Caiming Xiong, Richard Socher · arXiv
Learned in Translation: Contextualized Word Vectors
Bryan McCann, James Bradbury, Caiming Xiong, Richard Socher · NIPS 2017
Revisiting Activation Regularization for Language RNNs
Stephen Merity, Bryan McCann, Richard Socher · ICML 2017 Workshop
A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks
Kazuma Hashimoto, Caiming Xiong, Yoshimasa Tsuruoka, Richard Socher · EMNLP 2017
Knowing When to Look: Adaptive Attention via A Visual Sentinel for Image Captioning
Jiasen Lu, Caiming Xiong, Devi Parikh, Richard Socher · CVPR 2017
Dynamic Coattention Networks For Question Answering
Caiming Xiong, Victor Zhong, Richard Socher · ICLR 2017
Quasi-Recurrent Neural Networks
James Bradbury, Stephen Merity, Caiming Xiong, Richard Socher · ICLR 2017
Pointer Sentinel Mixture Models
Stephen Merity, Caiming Xiong, James Bradbury, Richard Socher · ICLR 2017
A Way out of the Odyssey: Analyzing and Combining Recent Insights for LSTMs
Shayne Longpre, Sabeek Pradhan, Caiming Xiong, Richard Socher · arXiv
MetaMind Neural Machine Translation System for WMT 2016
James Bradbury, Richard Socher · ACL competion 2nd place
Dynamic Memory Networks for Visual and Textual Question Answering
Caiming Xiong, Stephen Merity, Richard Socher · ICML 2016
Ask Me Anything: Dynamic Memory Networks for Natural Language Processing
Ankit Kumar, Ozan Irsoy, Peter Ondruska, Mohit Iyyer, James Bradbury, Ishaan Gulrajani, Victor Zhong, Romain Paulus, Richard Socher · ICML 2016
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