Search Results for author: Maia Fraser

Found 3 papers, 0 papers with code

Dynamic programming with incomplete information to overcome navigational uncertainty in a nautical environment

no code implementations29 Dec 2021 Chris Beeler, Xinkai Li, Colin Bellinger, Mark Crowley, Maia Fraser, Isaac Tamblyn

Using a novel toy nautical navigation environment, we show that dynamic programming can be used when only incomplete information about a partially observed Markov decision process (POMDP) is known.

Attention as Inference via Fenchel Duality

no code implementations NeurIPS 2021 Haoye Lu, Yongyi Mao, Maia Fraser

In particular, we describe a convex optimization problem that arises in a family of estimation tasks commonly appearing in the design of deep learning models.

Multi-step learning and underlying structure in statistical models

no code implementations NeurIPS 2016 Maia Fraser

We use this to give conditions on the marginal and conditional models which imply an advantage for multi-step learning approaches.

Inductive Bias PAC learning +1

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