Search Results for author: Griffin Adams

Found 5 papers, 3 papers with code

Learning to Revise References for Faithful Summarization

1 code implementation13 Apr 2022 Griffin Adams, Han-Chin Shing, Qing Sun, Christopher Winestock, Kathleen McKeown, Noémie Elhadad

In real-world scenarios with naturally occurring datasets, reference summaries are noisy and may contain information that cannot be inferred from the source text.

Clinical Knowledge Contrastive Learning +1

Resolving Implicit Coordination in Multi-Agent Deep Reinforcement Learning with Deep Q-Networks & Game Theory

1 code implementation8 Dec 2020 Griffin Adams, Sarguna Janani Padmanabhan, Shivang Shekhar

We address two major challenges of implicit coordination in multi-agent deep reinforcement learning: non-stationarity and exponential growth of state-action space, by combining Deep-Q Networks for policy learning with Nash equilibrium for action selection.

OpenAI Gym reinforcement-learning

Zero-Shot Clinical Acronym Expansion via Latent Meaning Cells

1 code implementation29 Sep 2020 Griffin Adams, Mert Ketenci, Shreyas Bhave, Adler Perotte, Noémie Elhadad

We introduce Latent Meaning Cells, a deep latent variable model which learns contextualized representations of words by combining local lexical context and metadata.

Representation Learning

TIFTI: A Framework for Extracting Drug Intervals from Longitudinal Clinic Notes

no code implementations30 Nov 2018 Monica Agrawal, Griffin Adams, Nathan Nussbaum, Benjamin Birnbaum

In this work, we present TIFTI (Temporally Integrated Framework for Treatment Intervals), a robust framework for extracting oral drug treatment intervals from a patient's unstructured notes.

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