98 citations · 365 across the 15 of their papers we have counts for
Showing 2019Show all
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cs.LG2019★ 4 cited
Model Based Planning with Energy Based Models
Yilun Du, Toru Lin, Igor Mordatch
Model-based planning holds great promise for improving both sample efficiency and generalization in reinforcement learning (RL). We show that energy-based models (EBMs) are a promi…
cs.MA2019★ 48 cited
Neural MMO: A Massively Multiagent Game Environment for Training and Evaluating Intelligent Agents
Joseph Suarez, Yilun Du, Phillip Isola +1
The emergence of complex life on Earth is often attributed to the arms race that ensued from a huge number of organisms all competing for finite resources. We present an artificial…
cs.LG2019★ 98 cited
Implicit Generation and Generalization in Energy-Based Models
Yilun Du, Igor Mordatch
Energy based models (EBMs) are appealing due to their generality and simplicity in likelihood modeling, but have been traditionally difficult to train. We present techniques to sca…