Research Output

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2020

Learning one-hidden-layer neural networks under general input distributions

Gao, W., Makkuva, A. V., Oh, S. & Viswanath, P., 2020.

Research output: Contribution to conferencePaper

Open cirrusTM cloud computing testbed: Federated data centers for open source systems and services research

Campbell, R., Gupta, I., Heath, M., Ko, S. Y., Kozuch, M., Kunze, M., Kwan, T., Lai, K., Lee, H. Y., Lyons, M., Milojicic, D., O'Hallaron, D. & Soh, Y. C., Jan 1 2020.

Research output: Contribution to conferencePaper

Towards efficient data valuation based on the Shapley value

Jia, R., Dao, D., Wang, B., Hubis, F. A., Hynes, N., Gurel, N. M., Li, B., Zhang, C., Song, D. & Spanos, C., 2020.

Research output: Contribution to conferencePaper

2019

Accelerating nonconvex learning via replica exchange Langevin diffusion

Chen, Y., Chen, J., Dong, J., Peng, J. & Wang, Z., Jan 1 2019.

Research output: Contribution to conferencePaper

Adapting sequence to sequence models for text normalization in social media

Lourentzou, I., Manghnani, K. & Zhai, C. X., 2019, p. 335-345. 11 p.

Research output: Contribution to conferencePaper

A generative model for discovering action-based roles and community role compositions on community question answering platforms

Geigle, C., Dev, H., Sundaram, H. & Zhai, C. X., Jan 1 2019, p. 181-192. 12 p.

Research output: Contribution to conferencePaper

An intelligent assistant for mediation analysis in visual analytics

Yen, C. H., Yen, Y. C. & Fu, W-T., Jan 1 2019, p. 432-436. 5 p.

Research output: Contribution to conferencePaper

Avoiding drill-down fallacies with vispilot: Assisted exploration of data subsets

Lee, D. J. L., Dev, H., Hu, H., Elmeleegy, H. & Parameswaran, A., Jan 1 2019, p. 186-196. 11 p.

Research output: Contribution to conferencePaper

Characterizing audio adversarial examples using temporal dependency

Yang, Z., Chen, P. Y., Li, B. & Song, D., Jan 1 2019.

Research output: Contribution to conferencePaper

Fall of empires: Breaking byzantine-tolerant SGD by inner product manipulation

Xie, C., Koyejo, O. & Gupta, I., Jan 1 2019.

Research output: Contribution to conferencePaper

Fast generation for convolutional autoregressive models

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

Research output: Contribution to conferencePaper

Geometry of polysemy

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

Research output: Contribution to conferencePaper

Home, safehome: Ensuring a safe and reliable home using the edge

Ahsan, S. B., Yang, R., Noghabi, S. A. & Gupta, I., Jan 1 2019.

Research output: Contribution to conferencePaper

Improving the smoothed complexity of FLIP for max cut problems

Bibak, A., Carlson, C. & Chandrasekaran, K., Jan 1 2019, p. 897-916. 20 p.

Research output: Contribution to conferencePaper

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

Model-Based Reinforcement Learning for Atari

Campbell, R., Mar 2019.

Research output: Contribution to conferencePaper

Multi-agent dual learning

Wang, Y., Xia, Y., He, T., Tian, F., Qin, T., Zhai, C. X. & Liu, T. Y., Jan 1 2019.

Research output: Contribution to conferencePaper

Off-policy evaluation and learning from logged bandit feedback: Error reduction via surrogate policy

Xie, Y., Liu, Q., Zhou, Y., Liu, B., Wang, Z. & Peng, J., Jan 1 2019.

Research output: Contribution to conferencePaper

On approximating (sparse) covering integer programs

Chekuri, C. & Quanrud, K., 2019, p. 1596-1615. 20 p.

Research output: Contribution to conferencePaper

Open Access

Submodular function maximization in parallel via the multilinear relaxation

Chekuri, C. & Quanrud, K., Jan 1 2019, p. 303-322. 20 p.

Research output: Contribution to conferencePaper

Open Access

The impact of secure transport protocols on phishing efficacy

Ma, Z., Reynolds, J., Dickinson, J., Wang, K., Judd, T., Barnes, J. D., Mason, J. & Bailey, M., Jan 1 2019.

Research output: Contribution to conferencePaper

Validation of NEK5000 for 37- And 61-pin wire-wrap geometries with conjugate heat transfer

Obabko, A., Merzari, E., Brockmeyer, L., Fischer, P., Sofu, T., Jackson, B., Steer, M., Vaghetto, R. & Hassan, Y. A., Jan 1 2019, p. 2036-2049. 14 p.

Research output: Contribution to conferencePaper

Who should be my teammates: Using a conversational agent to understand individuals and help teaming

Xiao, Z., Zhou, M. X. & Fu, W. T., 2019, p. 437-447. 11 p.

Research output: Contribution to conferencePaper

Why deep neural networks for function approximation?

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

Research output: Contribution to conferencePaper

2018

A conceptual framework for tracking design completeness of Track Line discipline in MRT projects

Eray, E., Haas, C. T., Rayside, D. & Golparvar-Fard, M., Jan 1 2018.

Research output: Contribution to conferencePaper

Action-dependent control variates for policy optimization via Stein’s identity

Liu, H., Feng, Y., Mao, Y., Zhou, D., Peng, J. & Liu, Q., Jan 1 2018.

Research output: Contribution to conferencePaper

Addressing task heterogeneity in social media analytics

Nelakurthi, A. R. & He, J., Jan 1 2018.

Research output: Contribution to conferencePaper

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

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

Research output: Contribution to conferencePaper

ASPEM: Embedding learning by aspects in heterogeneous information networks

Shi, Y., Gui, H., Zhu, Q., Kaplan, L. & Han, J., Jan 1 2018, p. 144-152. 9 p.

Research output: Contribution to conferencePaper

Bayesian structure learning for dynamic brain connectivity

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

Research output: Contribution to conferencePaper

Black-box attacks on deep neural networks via gradient estimation

Bhagoji, A. N., He, W., Li, B. & Song, D., Jan 1 2018.

Research output: Contribution to conferencePaper

Characterizing adversarial subspaces using local intrinsic dimensionality

Ma, X., Li, B., Wang, Y., Erfani, S. M., Wijewickrema, S., Schoenebeck, G., Song, D., Houle, M. E. & Bailey, J., Jan 1 2018.

Research output: Contribution to conferencePaper

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

Decision boundary analysis of adversarial examples

He, W., Li, B. & Song, D., Jan 1 2018.

Research output: Contribution to conferencePaper

DLVM: A modern compiler infrastructure for deep learning systems

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

Research output: Contribution to conferencePaper

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

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

Mining MOOC lecture transcripts to construct concept dependency graphs

ALSaad, F., Boughoula, A., Geigle, C., Sundaram, H. & Zhai, C. X., Jan 1 2018.

Research output: Contribution to conferencePaper

Multi-layered network embedding

Li, J., Chen, C., Tong, H. & Liu, H., Jan 1 2018, p. 684-692. 9 p.

Research output: Contribution to conferencePaper

Optimizing the wisdom of the crowd: Inference, learning, and teaching

Zhou, Y. & He, J., Jan 1 2018.

Research output: Contribution to conferencePaper

Policy optimization by genetic distillation

Gangwani, T. & Peng, J., Jan 1 2018.

Research output: Contribution to conferencePaper

Spatially transformed adversarial examples

Xiao, C., Zhu, J. Y., Li, B., He, W., Liu, M. & Song, D., Jan 1 2018.

Research output: Contribution to conferencePaper

Stochastic variational video prediction

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

Research output: Contribution to conferencePaper

Transforming Taxonomic Interfaces

Thomer, A. K., Twidale, M. B. & Yoder, M. J., 2018, p. 173:1-173:23.

Research output: Contribution to conferencePaper

UIUC at SemEval-2018 Task 1: Recognizing Affect with Ensemble Models.

Narwerkar, A. & Girju, C. R., Jun 2018.

Research output: Contribution to conferencePaper

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

2017

ANALYSIS OF MESSAGE SWITCHING WITH SHUFFLE-EXCHANGES IN MULTIPROCESSORS.

Lawrie, D. H. & Padua, D. A., Jan 1 2017, p. 116-123. 8 p.

Research output: Contribution to conferencePaper

An ISP-scale deployment of tapdance

Frolov, S., Douglas, F., Scott, W., McDonald, A., Vandersloot, B., Hynes, R., Kruger, A., Kallitsis, M., Robinson, D. G., Schultze, S., Borisov, N., Halderman, J. A. & Wustrow, E., 2017.

Research output: Contribution to conferencePaper