ICML-2012 Paper Digest

ID	Paper	Authors	Source	Date
1	Building High-level Features Using Large Scale Unsupervised Learning IF:9 Related Papers Related Patents Related Grants Related Venues Related Experts Related Code View Save Highlight: We consider the challenge of building feature detectors for high-level concepts from only unlabeled data.	Quoc Le; Marc'Aurelio Ranzato; Rajat Monga et al.	icml	2012-12-29
2	Poisoning Attacks Against Support Vector Machines IF:9 Related Papers Related Patents Related Grants Related Venues Related Experts Related Code View Save Highlight: As we demonstrate in this contribution, an intelligent adversary can to some extent predict the change of the SVM decision function in response to malicious input and use this ability to construct malicious data points.	Battista Biggio; Blaine Nelson; Pavel Laskov;	icml	2012-12-29
3	Conversational Speech Transcription Using Context-Dependent Deep Neural Networks IF:8 Related Papers Related Patents Related Grants Related Venues Related Experts View Save Abstract: Context-Dependent Deep-Neural-Network HMMs, or CD-DNN-HMMs, combine the classic artificial-neural-network HMMs with traditional context-dependent acoustic modeling and ...	Dong Yu; Frank Seide; Gang Li;	icml	2012-12-29
4	Marginalized Denoising Autoencoders For Domain Adaptation IF:8 Related Papers Related Patents Related Grants Related Venues Related Experts View Save Highlight: In this paper, we introduce a variation, marginalized SDA (mSDA).	Minmin Chen; Zhixiang Xu; Kilian Weinberger et al.	icml	2012-12-29
5	Making Gradient Descent Optimal For Strongly Convex Stochastic Optimization IF:7 Related Papers Related Patents Related Grants Related Venues Related Experts View Save Highlight: In this paper, we investigate the optimality of SGD in a stochastic setting.	Alexander Rakhlin; Ohad Shamir; Karthik Sridharan;	icml	2012-12-29

ICML-2012 Paper Digest

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