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cs.AI2008★ 3 cited
Driven by Compression Progress: A Simple Principle Explains Essential Aspects of Subjective Beauty, Novelty, Surprise, Interestingness, Attention, Curiosity, Creativity, Art, Science, Music, Jokes
Juergen Schmidhuber
I argue that data becomes temporarily interesting by itself to some self-improving, but computationally limited, subjective observer once he learns to predict or compress the data…
cs.LG2008★ 16 cited
Temporal Difference Updating without a Learning Rate
Marcus Hutter, Shane Legg
We derive an equation for temporal difference learning from statistical principles. Specifically, we start with the variational principle and then bootstrap to produce an updating…
cs.CL2008★ 30 cited
Phoneme recognition in TIMIT with BLSTM-CTC
Santiago Fernández, Alex Graves, Juergen Schmidhuber
We compare the performance of a recurrent neural network with the best results published so far on phoneme recognition in the TIMIT database. These published results have been obta…