Search Results for author: Jens Tuyls

Found 5 papers, 2 papers with code

Multi-Stage Episodic Control for Strategic Exploration in Text Games

1 code implementation ICLR 2022 Jens Tuyls, Shunyu Yao, Sham Kakade, Karthik Narasimhan

Text adventure games present unique challenges to reinforcement learning methods due to their combinatorially large action spaces and sparse rewards.

Gradient-based Analysis of NLP Models is Manipulable

no code implementations Findings of the Association for Computational Linguistics 2020 Junlin Wang, Jens Tuyls, Eric Wallace, Sameer Singh

Gradient-based analysis methods, such as saliency map visualizations and adversarial input perturbations, have found widespread use in interpreting neural NLP models due to their simplicity, flexibility, and most importantly, their faithfulness.

Text Classification

Generative Modeling for Atmospheric Convection

no code implementations3 Jul 2020 Griffin Mooers, Jens Tuyls, Stephan Mandt, Michael Pritchard, Tom Beucler

While cloud-resolving models can explicitly simulate the details of small-scale storm formation and morphology, these details are often ignored by climate models for lack of computational resources.

Dimensionality Reduction Representation Learning

AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models

1 code implementation IJCNLP 2019 Eric Wallace, Jens Tuyls, Junlin Wang, Sanjay Subramanian, Matt Gardner, Sameer Singh

Neural NLP models are increasingly accurate but are imperfect and opaque---they break in counterintuitive ways and leave end users puzzled at their behavior.

Language Modelling Masked Language Modeling +1

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