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Historique: ICML 2015, best of

Aperçu de cette version: 5

(subjectif; à consolider)

Tutorials

  1. Langford, Structured prediction. http://www.hunch.net/~l2s/

Invited talk: Bottou +++
  1. 2 learning modules in interaction (one explores, one classifies): misleading effects (exploration results are bad on average, therefore no need to explore, we were right the first time)
  2. test: must be reconsidered. (consider the tails of distribution and coverage)


Top Papers

  1. Unsupervised Domain Adaptation by Backpropagation Yaroslav Ganin, Victor Lempitsky
    1. two objectives on features: being discriminative wrt class; not discriminant wrt source/target
  2. Learning Transferable Features with Deep Adaptation Networks Mingsheng Long, Yue Cao, Jianmin Wang, Michael Jordan
    1. related to the previous + kernels.

OK Papers

  1. Strongly Adaptive Online Learning Amit Daniely, Alon Gonen, Shai Shalev-Shwartz
    1. Online and adaptive weights on experts + intervals + doubling trick
  2. Adaptive Belief Propagation Georgios Papachristoudis, John Fisher
    1. Question for me: why not considering several spanning trees...

Papiers anciens que j'avais manqués

  1. Label-Embedding for Attribute-Based Classification (embarrassingly simple).

Ce qui peut interesser...

Cécile: (rapport avec la thèse de Dawei).
On Identifying Good Options under Combinatorially Structured Feedback in Finite Noisy Environments
Yifan Wu, Andras Gyorgy, Csaba Szepesvari

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