Research Output 1973 2019

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2019

Accumulation bit-width scaling for ultra-low precision training of deep networks

Sakr, C., Wang, N., Chen, C. Y., Choi, J., Agrawal, A., Shanbhag, N. R. & Gopalakrishnan, K., Jan 1 2019.

Research output: Contribution to conferencePaper

scaling
Optimal systems
Chemical activation
Hardware
floating

Fast generation for convolutional autoregressive models

Ramachandran, P., Le Paine, T., Khorrami, P., Babaeizadeh, M., Chang, S., Zhang, Y., Hasegawa-Johnson, M. A., Campbell, R. H. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

training method
performance
Nave
Model-making
Cache

Geometry of polysemy

Mu, J., Bhat, S. P. & Viswanath, P., Jan 1 2019.

Research output: Contribution to conferencePaper

mathematics
Geometry
Vector spaces
induction
Clustering algorithms

Knowledge flow: Improve upon your teachers

Liu, I. J., Peng, J. & Schwing, A. G., Jan 1 2019.

Research output: Contribution to conferencePaper

Students
teacher
Tuning
knowledge
student

LanczosNet: Multi-scale deep graph convo-lutional networks

Liao, R., Zhao, Z., Urtasun, R. & Zemel, R. S., Jan 1 2019.

Research output: Contribution to conferencePaper

Quantum chemistry
Convolution
Decomposition
learning method
learning

Learning to play in a day: Faster deep reinforcement learning by optimality tightening

He, F. S., Liu, Y., Schwing, A. G. & Peng, J., Jan 1 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
reinforcement
Constrained optimization
learning
reward

Model-Based Reinforcement Learning for Atari

Campbell, R., Mar 2019.

Research output: Contribution to conferencePaper

Reinforcement learning
Learning algorithms
Experiments

On the convergence of a class of Adam-type algorithms for non-convex optimization

Chen, X., Liu, S., Sun, R. & Hong, M., Jan 1 2019.

Research output: Contribution to conferencePaper

Momentum
neural network
popularity
guarantee
learning

Per-tensor fixed-point quantization of the back-propagation algorithm

Sakr, C. & Shanbhag, N. R., Jan 1 2019.

Research output: Contribution to conferencePaper

Backpropagation algorithms
Tensors
neural network
Neural networks
Chemical activation

Random mesh projectors for inverse problems

Kothari, K., Gupta, S., De Hoop, M. V. & Dokmanic, I., Jan 1 2019.

Research output: Contribution to conferencePaper

Inverse problems
Imaging techniques
projection
Deconvolution
reconstruction

Slimmable neural networks

Yu, J., Yang, L., Xu, N., Yang, J. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

neural network
Neural networks
Tuning
normalization
Neural Networks

Support regularized sparse coding and its fast encoder

Yang, Y., Yu, J., Kohli, P., Yang, J. & Huang, T. S., Jan 1 2019.

Research output: Contribution to conferencePaper

Glossaries
coding
Atoms
Feedforward neural networks
dictionary
Dynamical systems
music
Data storage equipment
Chemical analysis
learning

Why deep neural networks for function approximation?

Liang, S. & Srikant, R., Jan 1 2019.

Research output: Contribution to conferencePaper

neural network
Neurons
Neural networks
Deep neural networks
Neural Networks
2018

3D-Filtermap: A compact architecture for deep convolutional neural networks

Yang, Y., Yang, J., Xu, N., Han, W., Jojic, N. & Huang, T. S., Jan 1 2018.

Research output: Contribution to conferencePaper

neural network
Neural networks
Convolution
Neural Networks
Filter

All-but-the-top: Simple and effective post-processing for word representations

Mu, J. & Viswanath, P., Jan 1 2018.

Research output: Contribution to conferencePaper

Processing
Linguistics
Semantics
regularity
semantics

Bayesian structure learning for dynamic brain connectivity

Andersen, M. R., Winther, O., Hansen, L. K., Poldrack, R. & Koyejo, O. O., Jan 1 2018, p. 1436-1446. 11 p.

Research output: Contribution to conferencePaper

Bayesian Learning
Structure Learning
Brain
Connectivity
Estimate

Boosting the actor with dual critic

Dai, B., Shaw, A., He, N., Li, L. & Song, L., Jan 1 2018.

Research output: Contribution to conferencePaper

critic
Concretes
learning
performance

Communication algorithms via deep learning

Kim, H., Jiang, Y., Rana, R., Kannan, S., Oh, S. & Viswanath, P., Jan 1 2018.

Research output: Contribution to conferencePaper

Recurrent neural networks
Network architecture
neural network
communication
coding

Design and evaluation of the postursense cushion

Garag, P., Chen, A., McDonagh, D. C. & Hsiao-Wecksler, E. T., Jan 1 2018.

Research output: Contribution to conferencePaper

DLVM: A modern compiler infrastructure for deep learning systems

Wei, R., Schwartz, L. O. & Adve, V. S., Jan 1 2018.

Research output: Contribution to conferencePaper

DSL
Learning systems
infrastructure
learning software
learning

Enhancing the reliability of out-of-distribution image detection in neural networks

Liang, S., Li, Y. & Srikant, R., Jan 1 2018.

Research output: Contribution to conferencePaper

neural network
Neural networks
Network architecture
scaling
Experiments

Fast and accurate text classification: Skimming, rereading and early stopping

Yu, K., Liu, Y., Schwing, A. G. & Peng, J., Jan 1 2018.

Research output: Contribution to conferencePaper

Neural networks
customer
Processing
efficiency
Rereading
Learning systems
Servers
Communication

Stochastic variational video prediction

Babaeizadeh, M., Finn, C., Erhan, D., Campbell, R. H. & Levine, S., Jan 1 2018.

Research output: Contribution to conferencePaper

video
predictive model
Real World
Prediction
event

Understanding the loss surface of single-layered neural networks for binary classification

Liang, S., Sun, R., Srikant, R. & Li, Y., Jan 1 2018.

Research output: Contribution to conferencePaper

neural network
Neural networks
performance
Hinges
Neurons
2017

CONFERENCE ON SPEECH COMMUNICATION AND PROCESSING, 1972.

Levinson, S. E., Tufts, D. W., Matsumoto, H., Hiki, S., Sone, T., Nimura, T., Weinberg, N. P., Weinberg, J. M., Houtgast, T., Steeneken, H. J. M., Kido, K., Suzuki, H., Kasuya, H. & Sorensen, O. M., Jan 1 2017.

Research output: Contribution to conferencePaper

Speech processing
Speech communication
Speech intelligibility
Enclosures
Speech recognition

Efficient rank aggregation via Lehmer codes

Li, P., Mazumdar, A. & Milenkovic, O., Jan 1 2017.

Research output: Contribution to conferencePaper

Rank Aggregation
Permutation
Agglomeration
Aggregation
Performance Guarantee

FAST TWO-DIMENSIONAL MEDIAN FILTERING ALGORITHM.

Huang, T. S., Yang, G. J. & Tang, G. Y., Jan 1 2017, p. 128-113. 16 p.

Research output: Contribution to conferencePaper

Sorting

Geometry of compositionality

Gong, H., Bhat, S. P. & Viswanath, P., Jan 1 2017, p. 3202-3208. 7 p.

Research output: Contribution to conferencePaper

Geometry
Experiments

HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES, 6TH, PROCEEDINGS, 1973.

Wahba, G., Nashed, M. Z., Goh, B. S., Brusch, R. G., Schappelle, R. H., Bhatt, P. C. P., Bandler, J. W., Srinivasan, T. V., Chyung, D. H., Basar, M. T., Wilson, D. J., Wiberg, D. M. & Mintz, M., Jan 1 2017.

Research output: Contribution to conferencePaper

Systems science
Nonlinear dynamical systems
Constrained optimization
Cost functions
Automation

Neighborhood regularized ℓ1-graph

Yang, Y., Feng, J., Yu, J., Yang, J., Kohli, P. & Huang, T. S., Jan 1 2017.

Research output: Contribution to conferencePaper

Decomposition

ON THE FORMULATION OF POWER DISTRIBUTION FACTORS FOR LINEAR LOAD FLOW METHODS.

Sauer, P. W., Jan 1 2017.

Research output: Contribution to conferencePaper

heuristic methods
contingency
Heuristic methods
Interchanges
formulations

SOME CONSIDERATIONS ON TWO-DIMENSIONAL DIGITAL FILTERING.

Huang, T. S., Jan 1 2017, p. 150-151. 2 p.

Research output: Contribution to conferencePaper

2016

Drive-by multi-frequency large-region noise-source mapping via tomographic imaging

Tuna, C., Zhao, S., Nguyen, T. N. T. & Jones, D. L., Aug 21 2016, p. 2832-2837. 6 p.

Research output: Contribution to conferencePaper

vehicles
microphones
noise pollution
costs
beamforming

Hawk: The Blockchain Model of Cryptography and Privacy-Preserving Smart Contracts

Kosba, A., Miller, A., Shi, E., Wen, Z. & Papamanthou, C., May 2016, p. 839-858.

Research output: Contribution to conferencePaper

Cryptography
Compensation and Redress
Electronic money

Large-region dynamic tomographic mapping of environmental noise sources with microphone arrays

Tuna, C., Zhao, S., Nguyen, T. N. T. & Jones, D. L., Aug 21 2016, p. 2838-2846. 9 p.

Research output: Contribution to conferencePaper

microphones
acoustics
beamforming
Kalman filters
traffic

Stubborn Mining: Generalizing Selfish Mining and Combining with an Eclipse Attack

Nayak, K., Kumar, S., Miller, A. E. & Shi, E., Mar 2016, p. 305-320.

Research output: Contribution to conferencePaper

Miners
2015

An analysis of unsupervised pre-training in light of recent advances

Le Paine, T., Khorrami, P., Han, W. & Huang, T. S., Jan 1 2015.

Research output: Contribution to conferencePaper

Object recognition
Color
Neural networks
drop-out
neural network

Learning deep structured models

Chen, L. C., Schwing, A. G., Yuille, A. L. & Urtasun, R., Jan 1 2015.

Research output: Contribution to conferencePaper

Random variables
Learning algorithms
learning
performance
Deep learning

Real-world font recognition using deep network and domain adaptation

Wang, Z., Huang, T. S., Yang, J., Jin, H., Shechtman, E., Agarwala, A. & Brandt, J., Jan 1 2015.

Research output: Contribution to conferencePaper

Neural networks
neural network
agricultural product
Real World
Font

SoK: Research Perspectives and Challenges for Bitcoin and Cryptocurrencies

Bonneau, J., Miller, A., Clark, J., Narayanan, A., Kroll, J. A. & Felten, E. W., May 2015, p. 104-121.

Research output: Contribution to conferencePaper

Drawing (graphics)
Electronic money
History
Systems analysis
Economics
2014

An evaluation of ZooKeeper for high availability in system S

Pham, C. M., Kalbarczyk, Z. T., Iyer, R. K., Dogaru, V., Wagle, R. & Venkatramani, C., Jan 1 2014, p. 209-217. 9 p.

Research output: Contribution to conferencePaper

Availability

A one-phase, distribution-level phasor measurement unit for post-event analysis

Pinte, B., Quinlan, M., Yoon, A., Reinhard, K. & Sauer, P. W., Jan 1 2014.

Research output: Contribution to conferencePaper

Phasor measurement units
Level measurement
Global positioning system
Sustainable development
Industry

Assuring privacy and reliability in crowdsourcing with coding

Varshney, L. R., Vempaty, A. & Varshney, P. K., Jan 1 2014.

Research output: Contribution to conferencePaper

Quality assurance
Masks
Education
Mathematical models
Costs

ClariSense: Clarifying sensor anomalies using social network feeds

Giridhar, P., Amin, M. T., Abdelzaher, T., Kaplan, L., George, J. & Ganti, R., Jan 1 2014, p. 395-400. 6 p.

Research output: Contribution to conferencePaper

Sensors
Sensor networks

Decisions for autonomous vehicles: Integrating sensors, communication, and control

Driggs-Campbell, K. R., Shia, V. & Bajcsy, R., Jan 1 2014, p. 59-60. 2 p.

Research output: Contribution to conferencePaper

Communication
Sensors
Decision making
Vehicle to vehicle communications

Developing a new digital forensics curriculum

Lang, A., Bashir, M. N., Campbell, R. H. & DeStefano, L., Jan 1 2014, p. S76-S84.

Research output: Contribution to conferencePaper

Open Access
Curricula
Social sciences
Digital forensics
Computer science
Teaching

Injecting life into toys

Fan, S., Shin, H. & Roy Choudhury, R., Jan 1 2014.

Research output: Contribution to conferencePaper

Smartphones
Sensors
Vibrations (mechanical)
Signal processing
Acoustics

Injection- seeded optoplasmonic amplifier in the visible

Gartia, M. R., Seo, S., Kim, J., Chang, T. W., Bahl, G., Lu, M., Eden, J. G. & Liu, G. L., Jan 1 2014.

Research output: Contribution to conferencePaper

Optical gain
Resonators
amplifiers
injection
resonators