Capturing User and Product Information for Document Level Sentiment Analysis with Deep Memory Network. - Zi-Yi Dou (EMNLP, 2017)

Compressing Neural Networks by Applying Frequent Item-Set Mining. - Zi-Yi Dou; Shujian Huang; Yi-Fan Su (ICANN (2), 2017)

Metric Learning-based Generative Adversarial Network. - Zi-Yi Dou (CoRR, 2017)

SkipNet: Learning Dynamic Routing in Convolutional Networks. - Xin Wang 066; Fisher Yu 001; Zi-Yi Dou; Joseph E. Gonzalez (CoRR, 2017)

SkipNet: Learning Dynamic Routing in Convolutional Networks. - Xin Wang 066; Fisher Yu 001; Zi-Yi Dou; Trevor Darrell; Joseph E. Gonzalez (ECCV (13), 2018)

Exploiting Deep Representations for Neural Machine Translation. - Zi-Yi Dou; Zhaopeng Tu; Xing Wang 007; Shuming Shi 001; Tong Zhang 001 (EMNLP, 2018)

Unsupervised Bilingual Lexicon Induction via Latent Variable Models. - Zi-Yi Dou; Zhi-Hao Zhou; Shujian Huang (EMNLP, 2018)

Dynamic Oracle for Neural Machine Translation in Decoding Phase. - Zi-Yi Dou; Hao Zhou 012; Shujian Huang; Xin-Yu Dai; Jiajun Chen 001 (LREC, 2018)

Dynamic Layer Aggregation for Neural Machine Translation with Routing-by-Agreement. - Zi-Yi Dou; Zhaopeng Tu; Xing Wang 007; Longyue Wang; Shuming Shi 001; Tong Zhang 001 (AAAI, 2019)

Unsupervised Domain Adaptation for Neural Machine Translation with Domain-Aware Feature Embeddings. - Zi-Yi Dou; Junjie Hu 001; Antonios Anastasopoulos; Graham Neubig (EMNLP/IJCNLP (1), 2019)

Domain Differential Adaptation for Neural Machine Translation. - Zi-Yi Dou; Xinyi Wang 001; Junjie Hu 001; Graham Neubig (NGT@EMNLP-IJCNLP, 2019)

Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks. - Zi-Yi Dou; Keyi Yu; Antonios Anastasopoulos (EMNLP/IJCNLP (1), 2019)

Information Aggregation for Multi-Head Attention with Routing-by-Agreement. - Jian Li 054; Baosong Yang; Zi-Yi Dou; Xing Wang 007; Michael R. Lyu; Zhaopeng Tu (NAACL-HLT (1), 2019)

compare-mt: A Tool for Holistic Comparison of Language Generation Systems. - Graham Neubig; Zi-Yi Dou; Junjie Hu 001; Paul Michel; Danish Pruthi; Xinyi Wang 001 (NAACL-HLT (Demonstrations), 2019)

A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards. - Zi-Yi Dou; Sachin Kumar 009; Yulia Tsvetkov (NGT@ACL, 2020)

TICO-19: the Translation Initiative for COvid-19. - Antonios Anastasopoulos; Alessandro Cattelan; Zi-Yi Dou; Marcello Federico; Christian Federmann; Dmitriy Genzel; Francisco Guzmán; Junjie Hu 001; Macduff Hughes; Philipp Koehn; Rosie Lazar; William Lewis; et al. (NLP4COVID@EMNLP, 2020)

An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems. - Yiran Chen 013; Pengfei Liu 003; Ming Zhong 005; Zi-Yi Dou; Danqing Wang; Xipeng Qiu; Xuanjing Huang 001 (EMNLP (Findings), 2020)

Dynamic Data Selection and Weighting for Iterative Back-Translation. - Zi-Yi Dou; Antonios Anastasopoulos; Graham Neubig (EMNLP (1), 2020)

CDEvalSumm: An Empirical Study of Cross-Dataset Evaluation for Neural Summarization Systems. - Yiran Chen 013; Pengfei Liu 003; Ming Zhong 005; Zi-Yi Dou; Danqing Wang; Xipeng Qiu; Xuanjing Huang 001 (CoRR, 2020)

Exploiting deep representations for natural language processing. - Zi-Yi Dou; Xing Wang 007; Shuming Shi 001; Zhaopeng Tu (Neurocomputing, 2020)

Harnessing Social Media to Identify Homeless Youth At-Risk of Substance Use. - Zi-Yi Dou; Anamika Barman-Adhikari; Fei Fang 005; Amulya Yadav (AAAI, 2021)

Word Alignment by Fine-tuning Embeddings on Parallel Corpora. - Zi-Yi Dou; Graham Neubig (EACL, 2021)

Improving Pre-trained Vision-and-Language Embeddings for Phrase Grounding. - Zi-Yi Dou; Nanyun Peng 001 (EMNLP (1), 2021)

GSum: A General Framework for Guided Neural Abstractive Summarization. - Zi-Yi Dou; Pengfei Liu 003; Hiroaki Hayashi; Zhengbao Jiang; Graham Neubig (NAACL-HLT, 2021)

RefSum: Refactoring Neural Summarization. - Yixin Liu 003; Zi-Yi Dou; Pengfei Liu 003 (NAACL-HLT, 2021)

Zero-Shot Commonsense Question Answering with Cloze Translation and Consistency Optimization. - Zi-Yi Dou; Nanyun Peng 001 (AAAI, 2022)

An Empirical Study of Training End-to-End Vision-and-Language Transformers. - Zi-Yi Dou; Yichong Xu; Zhe Gan; Jianfeng Wang; Shuohang Wang; Lijuan Wang; Chenguang Zhu 001; Pengchuan Zhang; Lu Yuan; Nanyun Peng 001; Zicheng Liu 001; Michael Zeng 001 (CVPR, 2022)

FOAM: A Follower-aware Speaker Model For Vision-and-Language Navigation. - Zi-Yi Dou; Nanyun Peng 001 (NAACL-HLT, 2022)

Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone. - Zi-Yi Dou; Aishwarya Kamath; Zhe Gan; Pengchuan Zhang; Jianfeng Wang; Linjie Li; Zicheng Liu 001; Ce Liu 001; Yann LeCun; Nanyun Peng 001; Jianfeng Gao 001; Lijuan Wang (NeurIPS, 2022)

Generalized Decoding for Pixel, Image, and Language. - Xueyan Zou; Zi-Yi Dou; Jianwei Yang; Zhe Gan; Linjie Li; Chunyuan Li; Xiyang Dai; Harkirat Behl; Jianfeng Wang; Lu Yuan; Nanyun Peng 001; Lijuan Wang; et al. (CVPR, 2023)

Masked Path Modeling for Vision-and-Language Navigation. - Zi-Yi Dou; Feng Gao; Nanyun Peng 001 (EMNLP (Findings), 2023)

Gender Biases in Automatic Evaluation Metrics for Image Captioning. - Haoyi Qiu; Zi-Yi Dou; Tianlu Wang; Asli Celikyilmaz; Nanyun Peng 001 (EMNLP, 2023)

ACQUIRED: A Dataset for Answering Counterfactual Questions In Real-Life Videos. - Te-Lin Wu; Zi-Yi Dou; Qingyuan Hu; Yu Hou; Nischal Reddy Chandra; Marjorie Freedman; Ralph M. Weischedel; Nanyun Peng 001 (EMNLP, 2023)

DesCo: Learning Object Recognition with Rich Language Descriptions. - Liunian Harold Li; Zi-Yi Dou; Nanyun Peng 001; Kai-Wei Chang (NeurIPS, 2023)

Gender Biases in Automatic Evaluation Metrics: A Case Study on Image Captioning. - Haoyi Qiu; Zi-Yi Dou; Tianlu Wang; Asli Celikyilmaz; Nanyun Peng 001 (CoRR, 2023)

VALOR-EVAL: Holistic Coverage and Faithfulness Evaluation of Large Vision-Language Models. - Haoyi Qiu; Wenbo Hu 006; Zi-Yi Dou; Nanyun Peng 001 (ACL (Findings), 2024)

Medical Vision-Language Pre-Training for Brain Abnormalities. - Masoud Monajatipoor; Zi-Yi Dou; Aichi Chien; Nanyun Peng 001; Kai-Wei Chang (LREC/COLING, 2024)

Re-ReST: Reflection-Reinforced Self-Training for Language Agents. - Zi-Yi Dou; Cheng-Fu Yang; Xueqing Wu 001; Kai-Wei Chang; Nanyun Peng 001 (EMNLP, 2024)

Uncertainty Calibration for Tool-Using Language Agents. - Hao Liu; Zi-Yi Dou; Yixin Wang; Nanyun Peng 001; Yisong Yue (EMNLP (Findings), 2024)

Matryoshka Query Transformer for Large Vision-Language Models. - Wenbo Hu 006; Zi-Yi Dou; Liunian Harold Li; Amita Kamath; Nanyun Peng 001; Kai-Wei Chang (NeurIPS, 2024)

Reflection-Reinforced Self-Training for Language Agents. - Zi-Yi Dou; Cheng-Fu Yang; Xueqing Wu 001; Kai-Wei Chang; Nanyun Peng 001 (CoRR, 2024)

Unlocking Exocentric Video-Language Data for Egocentric Video Representation Learning. - Zi-Yi Dou; Xitong Yang; Tushar Nagarajan; Huiyu Wang; Jing Huang 020; Nanyun Peng 001; Kris Kitani; Fu-Jen Chu (CoRR, 2024)

MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models. - Wenbo Hu 006; Jia-Chen Gu; Zi-Yi Dou; Mohsen Fayyaz; Pan Lu; Kai-Wei Chang; Nanyun Peng 001 (ICLR, 2025)

Language-Guided Vision Models for Perception and Reasoning - Zi-Yi Dou (2025)

Apple Intelligence Foundation Language Models: Tech Report 2025. - Hanzhi Zhou; Erik Hornberger; Pengsheng Guo; Xiyou Zhou; Saiwen Wang; Xin Wang; Yifei He; Xuankai Chang; Rene Rauch; Louis D'hauwe; John Peebles; Alec Doane; et al. (CoRR, 2025)