Data-driven Science

Localization of Stationary and Moving Radiation Sources Using a Feedforward Neural Network with an Array of Sensors

Edwards, C., Smith, R. C., Mattingly, J., & Wilson, A. G. (2025, April 13). NUCLEAR TECHNOLOGY, Vol. 4.

Generalizing Reuse Patterns for Efficient DNN on Microcontrollers

PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 2, ASPLOS 2025, pp. 451–466.

Exploring Function Granularity for Serverless Machine Learning Application with GPU Sharing

PROCEEDINGS OF THE ACM ON MEASUREMENT AND ANALYSIS OF COMPUTING SYSTEMS, 9(1).

VARIATIONAL ANALYSIS OF PROXIMAL COMPOSITIONS AND INTEGRAL PROXIMAL MIXTURES

Combettes, P. l., Cornejo, D. j., & Combettes, P. L. (2025, February). EVOLUTION EQUATIONS AND CONTROL THEORY, Vol. 2.

Accelerating GNNs on GPU Sparse Tensor Cores through N:M Sparsity-Oriented Graph Reordering

PROCEEDINGS OF THE 2025 THE 30TH ACM SIGPLAN ANNUAL SYMPOSIUM ON PRINCIPLES AND PRACTICE OF PARALLEL PROGRAMMING, PPOPP 2025, pp. 16–28.

DACO: Pursuing Ultra-low Power Consumption via DNN-Adaptive CPU-GPU CO-optimization on Mobile Devices

2024 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION, DATE.

Comparing Risks for Binomial Reliability Assurance Test Planning

Kim, H., & Wilson, A. G. (2024, December 14). APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY, Vol. 12.

PROXIMITY OPERATORS OF PERSPECTIVE FUNCTIONS WITH NONLINEAR SCALING

SIAM JOURNAL ON OPTIMIZATION, 34(4), 3212–3234.

Enabling Efficient Deep Learning on MCU With Transient Redundancy Elimination

IEEE TRANSACTIONS ON COMPUTERS, 73(12), 2649–2663.

Hilbert direct integrals of monotone operators

Bui, M. N., & Combettes, P. L. (2024, May 21). CANADIAN JOURNAL OF MATHEMATICS-JOURNAL CANADIEN DE MATHEMATIQUES, Vol. 5.

The geometry of monotone operator splitting methods

ACTA NUMERICA, 33, 487–632.

Integral Resolvent and Proximal Mixtures

Bui, M. N., & Combettes, P. L. (2024, August 24). JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, Vol. 8.

ESG: Pipeline-Conscious E.icient Scheduling of DNN Workflows on Serverless Platforms with Shareable GPUs

PROCEEDINGS OF THE 33RD INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE PARALLEL AND DISTRIBUTED COMPUTING, HPDC 2024.

Emerging Hazards in Commercial Aviation—Report 2

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

Data Enclave: A Data-Centric Trusted Execution Environment

2024 IEEE INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE COMPUTER ARCHITECTURE, HPCA 2024, pp. 218–232.

From FMECA to Decision: A Fully Bayesian Reliability Process

MILITARY OPERATIONS RESEARCH, 29(1).

SmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile

PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS, VOL 3, ASPLOS 2024, pp. 916–931.

WISEGRAPH: Optimizing GNN with Joint Workload Partition of Graph and Operations

PROCEEDINGS OF THE 2024 EUROPEAN CONFERENCE ON COMPUTER SYSTEMS, EUROSYS 2024, pp. 1–17.

A Perturbation Framework for Convex Minimization and Monotone Inclusion Problems with Nonlinear Compositions

Briceno-Arias, L. M., & Combettes, P. L. (2023, October 17). MATHEMATICS OF OPERATIONS RESEARCH, Vol. 10.

The geometry of monotone operator splitting methods (to appear, available on arxiv)

Acta Numerica.

Finding Reusable Machine Learning Components to Build Programming Language Processing Pipelines

SOFTWARE ARCHITECTURE. ECSA 2022 TRACKS AND WORKSHOPS, Vol. 13928, pp. 402–417.

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

Risk Analysis Methods for Nuclear War and Nuclear Terrorism

Motif-Based Exploratory Data Analysis for State-Backed Platform Manipulation on Twitter

Proceedings of the International AAAI Conference on Web and Social Media, 17, 315–326.