Publications | Research

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Artificial Intelligence and Machine Learning

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2016

Tensor Contractions with Extended BLAS Kernels on CPU and GPU

Yang Shi, U. N. Niranjan, Animashree Anandkumar, Cris Cecka

Reinforcement Learning through Asynchronous Advantage Actor-Critic on a GPU

Mohammad Babaeizadeh, Iuri Frosio, Stephen Tyree, Jason Clemons, Jan Kautz

vDNN: Virtualized Deep Neural Networks for Scalable, Memory-Efficient Neural Network Design.

Minsoo Rhu, Natalia Gimelshein, Jason Clemons, Arslan Zulfiqar, Steve Keckler

Temporal Ensembling for Semi-Supervised Learning

Samuli Laine, Timo Aila

Multilayer and Multimodal Fusion of Deep Neural Networks for Video Classification

Xiaodong Yang, Pavlo Molchanov, Jan Kautz

Learning to generalize to new compositions in image understanding

Yuval Atzmon, Jonathan Berant, Vahid Kezami, Amir Globerson, Gal Chechik

Towards Selecting Robust Hand Gestures for Automotive Interfaces

Shalini Gupta, Pavlo Molchanov, Xiaodong Yang, Stephen Tyree, Jan Kautz

Eyeriss: A Spatial Architecture for Energy-Efficient Dataflow for Convolutional Neural Networks

Yu-Hsin Chen, Joel Emer, Vivienne Sze

Online Detection and Classification of Dynamic Hand Gestures with Recurrent 3D Convolutional Neural Networks

Pavlo Molchanov, Xiaodong Yang, Shaline Gupta, Kihwan Kim, Stephen Tyree, Jan Kautz

Parallel Spectral Graph Partitioning

Maxim Naumov, Timothy Moon

vDNN: Virtualized Deep Neural Networks for Scalable, Memory-Efficient Neural Network Design

Minsoo Rhu, Natalia Gimelshein, Jason Clemons, Arslan Zulfiqar, Steve Keckler

2015

Learning Sparse Metrics, One Feature at a Time

Yuval Atzmon, Uri Shalit, Gal Chechik

Compressing Neural Networks with the Hashing Trick

Wenlin Chen, James T. Wilson, Stephen Tyree, Kilian Q. Weinberger, Yixin Chen

Hand Gesture Recognition with 3D Convolutional Neural Networks

Pavlo Molchanov, Shalini Gupta, Kihwan Kim, Jan Kautz

Winner (1st place) Hand Gesture Recognition Challenge

Multi-sensor System for Driver’s Hand-Gesture Recognition

Pavlo Molchanov, Shalini Gupta, Kihwan Kim, Kari Pulli

Short-Range FMCW Monopulse Radar for Hand-Gesture Sensing

Pavlo Molchanov, Shalini Gupta, Kihwan Kim, Kari Pulli

Adaptive Segmentation based on a Learned Quality Metric

Iuri Frosio, Ed Ratner

Machine Learning for Adaptive Bilateral Filtering

Iuri Frosio, Karen Egiazarian, Kari Pulli