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Meta-learning of Sequential Strategies

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May 09 2019 Pedro A. Ortega

Very excited about our new @DeepMindAI tech report with @janexwang and colleagues! Memory-based meta-learning leads to Bayes-optimal sequential prediction strategies - the memory tracks the sufficient statistics. See here: https://arxiv.org/abs/1905.03030 https://t.co/k4olfwAzSM
2 replies, 261 likes


May 09 2019 Nando de Freitas

Awesome metalearning paper by Pedro Ortega showing how memory based neural agents do amortised sequential Bayes ⁦@AdaptiveAgents⁩ https://arxiv.org/abs/1905.03030
1 replies, 189 likes


May 09 2019 Jane Wang

Excited this is finally out! Worth a read if you wanted a bit of insight into how meta-learning with LSTMs leads to Bayes-optimal and sample efficient sequential strategies. Learned so much from @AdaptiveAgents who led this work!
1 replies, 124 likes


May 21 2019 Simon Osindero

In work led by @AdaptiveAgents and @janexwang, we have a new tech report out on meta-learning -- looking at memory-based meta-learning through the lens of Bayes-optimal predictions.
0 replies, 26 likes


May 10 2019 Alex Matthews

Interesting work from my colleagues @DeepMindAI on Bayes optimality of agents in sequential problems.
0 replies, 3 likes


Jul 25 2019 𝔊𝔴𝔢𝔯𝔫

Background: https://arxiv.org/abs/1905.03030 https://www.cell.com/trends/cognitive-sciences/fulltext/S1364-6613(19)30061-0 https://arxiv.org/abs/1609.04436 https://www.gatsby.ucl.ac.uk/~yael/Okinawa/DuffThesis.pdf http://www.sumsar.net/blog/2015/01/probable-points-and-credible-intervals-part-two/ https://people.csail.mit.edu/pkrafft/papers/krafft-thesis-final.pdf
1 replies, 3 likes


May 09 2019 cs.LG Papers

Meta-learning of Sequential Strategies. Ortega et al. http://arxiv.org/abs/1905.03030
1 replies, 1 likes


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