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Michael L. Littman

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An Alternative Softmax Operator for Reinforcement LearningMathematics of Online Decision Making 20202020-10-23
Introduces the Mellowmax (mellomax) operator: log of the average of e^{omega·Q}/omega (a softened Boltzmann-style average) and proves it satisfies a…
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Trace2TAP: Synthesizing Trigger-Action Programs From Traces of BehaviorUbiComp / ISWC 20202020-09-12
Method synthesizes all trigger-action programs that explain past manual actuations using symbolic reasoning and an SMT solver, handles out-of-order events and…
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Trigger-Action Programming in the Wild: An Analysis of 200,000 IFTTT RecipesCHI 20162016-05-07
Collected and released a crawl of 224,590 public recipes (sourced with Selenium with ChromeDriver), showing IFTTT triples from 67,000 in 2013 to 224,000 in…
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