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Alexander J. Smola

14 papers · 2001–2023 · 7 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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+8 more ↓ ๐Ÿ—บ๏ธ Taxonomy Completionist (27) ๐Ÿƒ Academic Marathon ยท Ultra ๐ŸŒ Conference Polyglot ยท Silver ๐ŸŒ‰ Interdisciplinary Bridge ยท Bronze ๐Ÿฃ Hot Topic Early Bird
๐ŸŒฑ Topic Pioneer ๐ŸŒŸ Keyword Trendsetter Combo (9) ๐Ÿงญ Keyword Pioneer ๐Ÿš€ Conference Pioneer ๐Ÿ’Ž Century Club ยท Bronze ๐Ÿ—ƒ๏ธ Keyword Collector (66) ๐Ÿ”ฅ Unstoppable ยท Bronze ๐Ÿ“ˆ Trend Setter

Venues

JMLR (7) UAI (2) CVPR (1) ICCV (1) ICLR (1) ICML (1) OSDI (1)

Top co-authors

Rasool Fakoor (3) Pratik Chaudhari (2) Manzil Zaheer (2) R. Manmatha (2) Philipp Krรคhenbรผhl (2) Chao-Yuan Wu (2) Robert C. Williamson (2) Ryan J. Tibshirani (2) Amr Ahmed (2) Timothy D. Sears (1)

Research topics

Machine Learning (10) Core Methods (9) Mathematics & Optimization (5) Learning Types (4) Optimization (4) Reinforcement Learning (2) Methods (2) Optimization & Theory (2) Artificial Intelligence (1) Computer Vision (1) Deep Learning (1) Analysis (1) Application Areas (1) Architectures (1) Learning Paradigms (1)

Keywords

kernel methods (2) support vector machine (2) off-policy learning (2) quantile regression (2) feature learning (1) robust regression (1) sequence modeling (1) policy optimization (1) multi-task learning (1) semidefinite programming (1) convex optimization (1) matrix factorization (1) feature selection (1) uncertainty quantification (1) sparse estimation (1) conformal prediction (1) sample complexity (1) model aggregation (1) deep learning (1) robust classification (1)

Papers

Flexible Model Aggregation for Quantile Regression JMLR 2023 Meta-Q-Learning ICLR 2020 Efficient Multitask Feature and Relationship Learning UAI 2019 P3O: Policy-on Policy-off Policy Optimization UAI 2019 Compressed Video Action Recognition CVPR 2018 Latent LSTM Allocation: Joint Clustering and Non-Linear Dynamic Modeling of Sequence Data ICML 2017 Sampling Matters in Deep Embedding Learning ICCV 2017 Trend Filtering on Graphs JMLR 2016 Scaling Distributed Machine Learning with the Parameter Server OSDI 2014 Nonparametric Quantile Estimation JMLR 2006 Second Order Cone Programming Approaches for Handling Missing and Uncertain Data JMLR 2006 Learning the Kernel with Hyperkernels JMLR 2005 Minimal Kernel Classifiers JMLR 2002 Regularized Principal Manifolds JMLR 2001