Publications (32)
Now Playing: Continuous low-power music recognition
Blaise Agüera y Arcas, Beat Gfeller, Ruiqi Guo +8
cpSGD: Communication-efficient and differentially-private distributed SGD
Naman Agarwal, Ananda Theertha Suresh, Felix Yu +2
Study of ZrO2 Thin Films Deposited at Glancing Angle by Magnetron Sputtering under Varying Substrate Rotation
R. B. Tokas, S. Jena, J. S. Mishal +7
Binary embeddings with structured hashed projections
Anna Choromanska, Krzysztof Choromanski, Mariusz Bojarski +3
On Learning from Label Proportions
Felix X. Yu, Krzysztof Choromanski, Sanjiv Kumar +2
Structured Transforms for Small-Footprint Deep Learning
Vikas Sindhwani, Tara N. Sainath, Sanjiv Kumar
Efficient Inner Product Approximation in Hybrid Spaces
Xiang Wu, Ruiqi Guo, David Simcha +2
$\propto$SVM for learning with label proportions
Felix X. Yu, Dong Liu, Sanjiv Kumar +2
Orthogonal Random Features
Felix X. Yu, Ananda Theertha Suresh, Krzysztof Choromanski +2
On the Difficulty of Nearest Neighbor Search
Junfeng He, Sanjiv Kumar, Shih-Fu Chang
Compact Hyperplane Hashing with Bilinear Functions
Wei Liu, Jun Wang, Yadong Mu +2
On Binary Embedding using Circulant Matrices
Felix X. Yu, Aditya Bhaskara, Sanjiv Kumar +2
Quantization based Fast Inner Product Search
Ruiqi Guo, Sanjiv Kumar, Krzysztof Choromanski +1
Distributed Mean Estimation with Limited Communication
Ananda Theertha Suresh, Felix X. Yu, Sanjiv Kumar +1
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling
Shanshan Wu, Alexandros G. Dimakis, Sujay Sanghavi +5
Local Orthogonal Decomposition for Maximum Inner Product Search
Xiang Wu, Ruiqi Guo, Sanjiv Kumar +1
Efficient Natural Language Response Suggestion for Smart Reply
Matthew Henderson, Rami Al-Rfou, Brian Strope +6
Learning Spread-out Local Feature Descriptors
Xu Zhang, Felix X. Yu, Sanjiv Kumar +1
Stochastic Generative Hashing
Bo Dai, Ruiqi Guo, Sanjiv Kumar +2
Learning to Hash for Indexing Big Data - A Survey
Jun Wang, Wei Liu, Sanjiv Kumar +1
Compact Nonlinear Maps and Circulant Extensions
Felix X. Yu, Sanjiv Kumar, Henry Rowley +1
Privacy and Utility Tradeoff in Approximate Differential Privacy
Quan Geng, Wei Ding, Ruiqi Guo +1
Learning to Screen for Fast Softmax Inference on Large Vocabulary Neural Networks
Patrick H. Chen, Si Si, Sanjiv Kumar +2
Statistical mechanics of a polymer chain attached to the interface of a cone-shaped channel
Sanjay Kumar, Sanjiv Kumar, Debaprasad Giri +1
Optimal Noise-Adding Mechanism in Additive Differential Privacy
Quan Geng, Wei Ding, Ruiqi Guo +1
Nonlinear Online Learning with Adaptive Nyström Approximation
Si Si, Sanjiv Kumar, Yang Li
Circulant Binary Embedding
Felix X. Yu, Sanjiv Kumar, Yunchao Gong +1
An exploration of parameter redundancy in deep networks with circulant projections
Yu Cheng, Felix X. Yu, Rogerio S. Feris +3
Neural SDE: Stabilizing Neural ODE Networks with Stochastic Noise
Xuanqing Liu, Tesi Xiao, Si Si +3
Fast Online Clustering with Randomized Skeleton Sets
Krzysztof Choromanski, Sanjiv Kumar, Xiaofeng Liu
Stochastic Negative Mining for Learning with Large Output Spaces
Sashank J. Reddi, Satyen Kale, Felix Yu +3
On the Convergence of Adam and Beyond
Sashank J. Reddi, Satyen Kale, Sanjiv Kumar