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A Moment in the Sun: Solar Nowcasting from Multispectral Satellite Data using Self-Supervised Learning



Akansha Singh Bansal , Trapit Bansal , David Irwin

* 18 pages 

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Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP



Trapit Bansal , Karthick Gunasekaran , Tong Wang , Tsendsuren Munkhdalai , Andrew McCallum

* To appear at EMNLP 2021 

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Unsupervised Pre-training for Biomedical Question Answering



Vaishnavi Kommaraju , Karthick Gunasekaran , Kun Li , Trapit Bansal , Andrew McCallum , Ivana Williams , Ana-Maria Istrate

* To appear in BioASQ workshop 2020 

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Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks



Trapit Bansal , Rishikesh Jha , Tsendsuren Munkhdalai , Andrew McCallum

* To appear in EMNLP 2020 

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Simultaneously Linking Entities and Extracting Relations from Biomedical Text Without Mention-level Supervision



Trapit Bansal , Pat Verga , Neha Choudhary , Andrew McCallum

* Accepted in AAAI 2020 

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Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks



Trapit Bansal , Rishikesh Jha , Andrew McCallum


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Emergent Complexity via Multi-Agent Competition



Trapit Bansal , Jakub Pachocki , Szymon Sidor , Ilya Sutskever , Igor Mordatch

* Published as a conference paper at ICLR 2018 

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Continuous Adaptation via Meta-Learning in Nonstationary and Competitive Environments



Maruan Al-Shedivat , Trapit Bansal , Yuri Burda , Ilya Sutskever , Igor Mordatch , Pieter Abbeel

* Published as a conference paper at ICLR 2018 

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RelNet: End-to-End Modeling of Entities & Relations



Trapit Bansal , Arvind Neelakantan , Andrew McCallum

* Accepted in AKBC 2017 

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Low-Rank Hidden State Embeddings for Viterbi Sequence Labeling



Dung Thai , Shikhar Murty , Trapit Bansal , Luke Vilnis , David Belanger , Andrew McCallum

* 4 pages, ICML 2017 DeepStruct Workshop 

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