14 citations · 22 across the 9 of their papers we have counts for
4 papers · 1 filter
Language-Guided World Models: A Model-Based Approach to AI Control
Alex Zhang, Khanh Nguyen, Jens Tuyls +2
This paper introduces the concept of Language-Guided World Models (LWMs) -- probabilistic models that can simulate environments by reading texts. Agents equipped with these models…
Multi-Stage Episodic Control for Strategic Exploration in Text Games
Jens Tuyls, Shunyu Yao, Sham Kakade +1
Text adventure games present unique challenges to reinforcement learning methods due to their combinatorially large action spaces and sparse rewards. The interplay of these two fac…
Gradient-based Analysis of NLP Models is Manipulable
Junlin Wang, Jens Tuyls, Eric Wallace +1
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 s…
AllenNLP Interpret: A Framework for Explaining Predictions of NLP Models
Eric Wallace, Jens Tuyls, Junlin Wang +3
Neural NLP models are increasingly accurate but are imperfect and opaque---they break in counterintuitive ways and leave end users puzzled at their behavior. Model interpretation m…