Publications (20)
Learning from Multiview Correlations in Open-Domain Videos
Nils Holzenberger, Shruti Palaskar, Pranava Madhyastha +2
Learning to Imagine Manipulation Goals for Robot Task Planning
Chris Paxton, Kapil Katyal, Christian Rupprecht +2
On Faster Convergence of Cyclic Block Coordinate Descent-type Methods for Strongly Convex Minimization
Xingguo Li, Tuo Zhao, Raman Arora +2
Embedding Lexical Features via Low-Rank Tensors
Mo Yu, Mark Dredze, Raman Arora +1
Symmetry, Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization
Xingguo Li, Junwei Lu, Raman Arora +4
Streaming Kernel PCA with $\tilde{O}(\sqrt{n})$ Random Features
Enayat Ullah, Poorya Mianjy, Teodor V. Marinov +1
On the Implicit Bias of Dropout
Poorya Mianjy, Raman Arora, Rene Vidal
Stochastic Approximation for Canonical Correlation Analysis
Raman Arora, Teodor V. Marinov, Poorya Mianjy +1
Stochastic Optimization for Deep CCA via Nonlinear Orthogonal Iterations
Weiran Wang, Raman Arora, Karen Livescu +1
Disease Trajectory Maps
Peter Schulam, Raman Arora
On Deep Multi-View Representation Learning: Objectives and Optimization
Weiran Wang, Raman Arora, Karen Livescu +1
Stochastic Optimization of PCA with Capped MSG
Raman Arora, Andrew Cotter, Nathan Srebro
Understanding Deep Neural Networks with Rectified Linear Units
Raman Arora, Amitabh Basu, Poorya Mianjy +1
Visual Robot Task Planning
Chris Paxton, Yotam Barnoy, Kapil Katyal +2
Nonconvex Sparse Learning via Stochastic Optimization with Progressive Variance Reduction
Xingguo Li, Raman Arora, Han Liu +2
Deterministic MDPs with Adversarial Rewards and Bandit Feedback
Raman Arora, Ofer Dekel, Ambuj Tewari
On Dropout and Nuclear Norm Regularization
Poorya Mianjy, Raman Arora
On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About Its Nonsmooth Loss Function
Xingguo Li, Haoming Jiang, Jarvis Haupt +4
Online Bandit Learning against an Adaptive Adversary: from Regret to Policy Regret
Raman Arora, Ofer Dekel, Ambuj Tewari
Deep Generalized Canonical Correlation Analysis
Adrian Benton, Huda Khayrallah, Biman Gujral +3