521 citations · 1.3k across the 27 of their papers we have counts for
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cs.AI2018★ 16 cited
Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration
Evan Zheran Liu, Kelvin Guu, Panupong Pasupat +2
Reinforcement learning (RL) agents improve through trial-and-error, but when reward is sparse and the agent cannot discover successful action sequences, learning stagnates. This ha…
cs.AI2017★ 38 cited
From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood
Kelvin Guu, Panupong Pasupat, Evan Zheran Liu +1
Our goal is to learn a semantic parser that maps natural language utterances into executable programs when only indirect supervision is available: examples are labeled with the cor…