Quasicyclic MDS codes for distributed storage with efficient exact repair. - Andrew Thangaraj; Chinnadhurai Sankar (ITW, 2011)

Variance Reduction in SGD by Distributed Importance Sampling. - Guillaume Alain; Alex Lamb; Chinnadhurai Sankar; Aaron C. Courville; Yoshua Bengio (CoRR, 2015)

A Deep Reinforcement Learning Chatbot. - Iulian Vlad Serban; Chinnadhurai Sankar; Mathieu Germain; Saizheng Zhang; Zhouhan Lin; Sandeep Subramanian; Taesup Kim; Michael Pieper; Sarath Chandar; Nan Rosemary Ke; Sai Mudumba; Alexandre de Brébisson; et al. (CoRR, 2017)

A Deep Reinforcement Learning Chatbot (Short Version). - Iulian Vlad Serban; Chinnadhurai Sankar; Mathieu Germain; Saizheng Zhang; Zhouhan Lin; Sandeep Subramanian; Taesup Kim; Michael Pieper; Sarath Chandar; Nan Rosemary Ke; Sai Rajeswar; Alexandre de Brébisson; et al. (CoRR, 2018)

Towards Non-Saturating Recurrent Units for Modelling Long-Term Dependencies. - Sarath Chandar; Chinnadhurai Sankar; Eugene Vorontsov; Samira Ebrahimi Kahou; Yoshua Bengio (AAAI, 2019)

Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study. - Chinnadhurai Sankar; Sandeep Subramanian; Chris Pal; Sarath Chandar; Yoshua Bengio (ACL (1), 2019)

Taskmaster-1: Toward a Realistic and Diverse Dialog Dataset. - Bill Byrne; Karthik Krishnamoorthi; Chinnadhurai Sankar; Arvind Neelakantan; Ben Goodrich; Daniel Duckworth; Semih Yavuz; Amit Dubey; Kyu-Young Kim; Andy Cedilnik (EMNLP/IJCNLP (1), 2019)

Transferable Neural Projection Representations. - Chinnadhurai Sankar; Sujith Ravi; Zornitsa Kozareva (NAACL-HLT (1), 2019)

Deep Reinforcement Learning For Modeling Chit-Chat Dialog With Discrete Attributes. - Chinnadhurai Sankar; Sujith Ravi (SIGdial, 2019)

On the Robustness of Projection Neural Networks For Efficient Text Representation: An Empirical Study. - Chinnadhurai Sankar; Sujith Ravi; Zornitsa Kozareva (CoRR, 2019)

Neural Assistant: Joint Action Prediction, Response Generation, and Latent Knowledge Reasoning. - Arvind Neelakantan; Semih Yavuz; Sharan Narang; Vishaal Prasad; Ben Goodrich; Daniel Duckworth; Chinnadhurai Sankar; Xifeng Yan (CoRR, 2019)

The Bottleneck Simulator: A Model-Based Deep Reinforcement Learning Approach. - Iulian Vlad Serban; Chinnadhurai Sankar; Michael Pieper; Joelle Pineau; Yoshua Bengio (J. Artif. Intell. Res., 2020)

DVD: A Diagnostic Dataset for Multi-step Reasoning in Video Grounded Dialogue. - Hung Le 003; Chinnadhurai Sankar; Seungwhan Moon; Ahmad Beirami; Alborz Geramifard; Satwik Kottur (ACL/IJCNLP (1), 2021)

ProFormer: Towards On-Device LSH Projection Based Transformers. - Chinnadhurai Sankar; Sujith Ravi; Zornitsa Kozareva (EACL, 2021)

On-Device Text Representations Robust To Misspellings via Projections. - Chinnadhurai Sankar; Sujith Ravi; Zornitsa Kozareva (EACL, 2021)

DialogStitch: Synthetic Deeper and Multi-Context Task-Oriented Dialogs. - Satwik Kottur; Chinnadhurai Sankar; Zhou Yu; Alborz Geramifard (SIGDIAL, 2021)

Annotation Inconsistency and Entity Bias in MultiWOZ. - Kun Qian 016; Ahmad Beirami; Zhouhan Lin; Ankita De; Alborz Geramifard; Zhou Yu 005; Chinnadhurai Sankar (SIGDIAL, 2021)

DAIR: Data Augmented Invariant Regularization. - Tianjian Huang; Shaunak Ashish Halbe; Chinnadhurai Sankar; Pooyan Amini; Satwik Kottur; Alborz Geramifard; Meisam Razaviyayn; Ahmad Beirami (CoRR, 2021)

CheckDST: Measuring Real-World Generalization of Dialogue State Tracking Performance. - Hyundong Cho; Chinnadhurai Sankar; Christopher Lin; Kaushik Ram Sadagopan; Shahin Shayandeh; Asli Celikyilmaz; Jonathan May; Ahmad Beirami (CoRR, 2021)

Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics. - Hyundong Cho; Chinnadhurai Sankar; Christopher Lin; Kaushik Ram Sadagopan; Shahin Shayandeh; Asli Celikyilmaz; Jonathan May; Ahmad Beirami (EMNLP (Findings), 2022)

KETOD: Knowledge-Enriched Task-Oriented Dialogue. - Zhiyu Chen 002; Bing Liu 024; Seungwhan Moon; Chinnadhurai Sankar; Paul A. Crook; William Yang Wang (NAACL-HLT (Findings), 2022)

Database Search Results Disambiguation for Task-Oriented Dialog Systems. - Kun Qian 016; Satwik Kottur; Ahmad Beirami; Shahin Shayandeh; Paul A. Crook; Alborz Geramifard; Zhou Yu 005; Chinnadhurai Sankar (NAACL-HLT, 2022)

Data-Efficiency with a Single GPU: An Exploration of Transfer Methods for Small Language Models. - Alon Albalak; Akshat Shrivastava; Chinnadhurai Sankar; Adithya Sagar; Mike Ross (CoRR, 2022)

Continual Dialogue State Tracking via Example-Guided Question Answering. - Hyundong Cho; Andrea Madotto; Zhaojiang Lin; Khyathi Raghavi Chandu; Satwik Kottur; Jing Xu; Jonathan May; Chinnadhurai Sankar (EMNLP, 2023)

AUTODIAL: Efficient Asynchronous Task-Oriented Dialogue Model. - Prajjwal Bhargava; Pooyan Amini; Shahin Shayandeh; Chinnadhurai Sankar (CoRR, 2023)

Step by Step to Fairness: Attributing Societal Bias in Task-oriented Dialogue Systems. - Hsuan Su; Rebecca Qian; Chinnadhurai Sankar; Shahin Shayandeh; Shang-Tse Chen; Hung-yi Lee; Daniel M. Bikel (CoRR, 2023)

Robustness through Data Augmentation Loss Consistency. - Tianjian Huang; Shaunak Ashish Halbe; Chinnadhurai Sankar; Pooyan Amini; Satwik Kottur; Alborz Geramifard; Meisam Razaviyayn; Ahmad Beirami (Trans. Mach. Learn. Res., 2023)

CoSMoEs: Compact Sparse Mixture of Experts. - Patrick Huber; Akshat Shrivastava; Ernie Chang; Chinnadhurai Sankar; Ahmed Aly; Adithya Sagar (CoRR, 2025)