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Reason first, then respond: Modular Generation for Knowledge-infused Dialogue


Nov 09, 2021
Leonard Adolphs, Kurt Shuster, Jack Urbanek, Arthur Szlam, Jason Weston


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NeurIPS 2021 Competition IGLU: Interactive Grounded Language Understanding in a Collaborative Environment


Oct 15, 2021
Julia Kiseleva, Ziming Li, Mohammad Aliannejadi, Shrestha Mohanty, Maartje ter Hoeve, Mikhail Burtsev, Alexey Skrynnik, Artem Zholus, Aleksandr Panov, Kavya Srinet, Arthur Szlam, Yuxuan Sun, Katja Hofmann, Michel Galley, Ahmed Awadallah


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Beyond Goldfish Memory: Long-Term Open-Domain Conversation


Jul 15, 2021
Jing Xu, Arthur Szlam, Jason Weston


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Hash Layers For Large Sparse Models


Jun 16, 2021
Stephen Roller, Sainbayar Sukhbaatar, Arthur Szlam, Jason Weston


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Not All Memories are Created Equal: Learning to Forget by Expiring


May 13, 2021
Sainbayar Sukhbaatar, Da Ju, Spencer Poff, Stephen Roller, Arthur Szlam, Jason Weston, Angela Fan


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droidlet: modular, heterogenous, multi-modal agents


Jan 25, 2021
Anurag Pratik, Soumith Chintala, Kavya Srinet, Dhiraj Gandhi, Rebecca Qian, Yuxuan Sun, Ryan Drew, Sara Elkafrawy, Anoushka Tiwari, Tucker Hart, Mary Williamson, Abhinav Gupta, Arthur Szlam


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Linguistic calibration through metacognition: aligning dialogue agent responses with expected correctness


Dec 30, 2020
Sabrina J. Mielke, Arthur Szlam, Y-Lan Boureau, Emily Dinan


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Few-shot Sequence Learning with Transformers


Dec 17, 2020
Lajanugen Logeswaran, Ann Lee, Myle Ott, Honglak Lee, Marc'Aurelio Ranzato, Arthur Szlam

* NeurIPS Meta-Learning Workshop 2020 

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CURI: A Benchmark for Productive Concept Learning Under Uncertainty


Oct 06, 2020
Ramakrishna Vedantam, Arthur Szlam, Maximilian Nickel, Ari Morcos, Brenden Lake


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How to Motivate Your Dragon: Teaching Goal-Driven Agents to Speak and Act in Fantasy Worlds


Oct 01, 2020
Prithviraj Ammanabrolu, Jack Urbanek, Margaret Li, Arthur Szlam, Tim Rocktäschel, Jason Weston


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Deploying Lifelong Open-Domain Dialogue Learning


Aug 19, 2020
Kurt Shuster, Jack Urbanek, Emily Dinan, Arthur Szlam, Jason Weston


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Open-Domain Conversational Agents: Current Progress, Open Problems, and Future Directions


Jul 13, 2020
Stephen Roller, Y-Lan Boureau, Jason Weston, Antoine Bordes, Emily Dinan, Angela Fan, David Gunning, Da Ju, Margaret Li, Spencer Poff, Pratik Ringshia, Kurt Shuster, Eric Michael Smith, Arthur Szlam, Jack Urbanek, Mary Williamson


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Fast Adaptation via Policy-Dynamics Value Functions


Jul 06, 2020
Roberta Raileanu, Max Goldstein, Arthur Szlam, Rob Fergus


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Empirically Verifying Hypotheses Using Reinforcement Learning


Jun 29, 2020
Kenneth Marino, Rob Fergus, Arthur Szlam, Abhinav Gupta


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Residual Energy-Based Models for Text Generation


Apr 22, 2020
Yuntian Deng, Anton Bakhtin, Myle Ott, Arthur Szlam, Marc'Aurelio Ranzato

* ICLR 2020 
* published at ICLR 2020. arXiv admin note: substantial text overlap with arXiv:2004.10188 

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Learning to Visually Navigate in Photorealistic Environments Without any Supervision


Apr 10, 2020
Lina Mezghani, Sainbayar Sukhbaatar, Arthur Szlam, Armand Joulin, Piotr Bojanowski


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Energy-Based Models for Text


Apr 06, 2020
Anton Bakhtin, Yuntian Deng, Sam Gross, Myle Ott, Marc'Aurelio Ranzato, Arthur Szlam

* long journal version 

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I love your chain mail! Making knights smile in a fantasy game world: Open-domain goal-oriented dialogue agents


Feb 10, 2020
Shrimai Prabhumoye, Margaret Li, Jack Urbanek, Emily Dinan, Douwe Kiela, Jason Weston, Arthur Szlam


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I love your chain mail! Making knights smile in a fantasy game world: Open-domain goal-orientated dialogue agents


Feb 07, 2020
Shrimai Prabhumoye, Margaret Li, Jack Urbanek, Emily Dinan, Douwe Kiela, Jason Weston, Arthur Szlam


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Generating Interactive Worlds with Text


Dec 04, 2019
Angela Fan, Jack Urbanek, Pratik Ringshia, Emily Dinan, Emma Qian, Siddharth Karamcheti, Shrimai Prabhumoye, Douwe Kiela, Tim Rocktaschel, Arthur Szlam, Jason Weston


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Why Build an Assistant in Minecraft?


Jul 25, 2019
Arthur Szlam, Jonathan Gray, Kavya Srinet, Yacine Jernite, Armand Joulin, Gabriel Synnaeve, Douwe Kiela, Haonan Yu, Zhuoyuan Chen, Siddharth Goyal, Demi Guo, Danielle Rothermel, C. Lawrence Zitnick, Jason Weston


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CraftAssist: A Framework for Dialogue-enabled Interactive Agents


Jul 19, 2019
Jonathan Gray, Kavya Srinet, Yacine Jernite, Haonan Yu, Zhuoyuan Chen, Demi Guo, Siddharth Goyal, C. Lawrence Zitnick, Arthur Szlam


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Real or Fake? Learning to Discriminate Machine from Human Generated Text


Jun 07, 2019
Anton Bakhtin, Sam Gross, Myle Ott, Yuntian Deng, Marc'Aurelio Ranzato, Arthur Szlam


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CraftAssist Instruction Parsing: Semantic Parsing for a Minecraft Assistant


Apr 17, 2019
Yacine Jernite, Kavya Srinet, Jonathan Gray, Arthur Szlam


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