Journal Article Advances and Open Problems in Federated Learning 2021 • Foundations and Trends in Machine Learning • 14(1–2):1-210 Gibbons P, and others
Conference DriftSurf: Stable-State/Reactive-State Learning under Concept Drift 2021 • Proceedings of Machine Learning Research • 139:10054-10064 Tahmasbi A, Jothimurugesan E, Tirthapura S, Gibbons PB
Conference HERQULES: Securing Programs via Hardware-Enforced Message Queues 2021 • ASPLOS XXVI: TWENTY-SIXTH INTERNATIONAL CONFERENCE ON ARCHITECTURAL SUPPORT FOR PROGRAMMING LANGUAGES AND OPERATING SYSTEMS • 773-788 Chen DD, Lim WS, Bakhshalipour M, Gibbons PB, Hoe JC, Parno B
Preprint MetaSys: A Practical Open-Source Metadata Management System to Implement and Evaluate Cross-Layer Optimizations 2021 Vijaykumar N, Olgun A, Kanellopoulos K, Bostancı N, Hassan H, Lotfi M, Gibbons PB, Mutlu O
Preprint The CoRa Tensor Compiler: Compilation for Ragged Tensors with Minimal Padding 2021 Fegade P, Chen T, Gibbons PB, Mowry TC
Conference The Processing-in-Memory Model 2021 295-306 Kang H, Gibbons PB, Blelloch GE, Dhulipala L, Gu Y, McGuffey C
Preprint Cortex: A Compiler for Recursive Deep Learning Models 2020 Fegade P, Chen T, Gibbons PB, Mowry TC
Preprint DriftSurf: A Risk-competitive Learning Algorithm under Concept Drift 2020 Tahmasbi A, Jothimurugesan E, Tirthapura S, Gibbons PB
Journal Article Sage 2020 • Proceedings of the VLDB Endowment • 13(9):1598-1613 Dhulipala L, McGuffey C, Kang H, Gu Y, Blelloch GE, Gibbons PB, Shun J
Journal Article Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs 2020 • Proceedings of the VLDB Endowment • 13(9):1598-1613 Dhulipala L, McGuffey C, Kang H, Gu Y, Blelloch GE, Gibbons PB, Shun J
Conference TARDISTM: Incremental Repair for Transactional Memory 2020 • PROCEEDINGS OF THE ELEVENTH INTERNATIONAL WORKSHOP ON PROGRAMMING MODELS AND APPLICATIONS FOR MULTICORES AND MANYCORES, PMAM 2020 • 21-30 Chen DD, Gibbons PB, Mowry TC
Conference The Non-IID Data Quagmire of Decentralized Machine Learning 2020 • INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 119 • 119: Hsieh K, Phanishayee A, Mutlu O, Gibbons PB
Conference Automating Dependence-Aware Parallelization of Machine Learning Training on Distributed Shared Memory 2019 • PROCEEDINGS OF THE FOURTEENTH EUROSYS CONFERENCE 2019 (EUROSYS '19) Wei J, Gibson GA, Gibbons PB, Xing EP
Conference Brief Announcement: Writeback-Aware Caching 2019 • SPAA'19: PROCEEDINGS OF THE 31ST ACM SYMPOSIUM ON PARALLELISM IN ALGORITHMS AND ARCHITECTURESS, 2019 • 345-347 Beckmann N, Gibbons PB, Haeupler B, McGuffey C
Chapter Decoupling the programming model from resource management in throughput processors 2019 • MANY-CORE COMPUTING: HARDWARE AND SOFTWARE • 22:69-115 Vijaykumar N, Hsieh K, Pekhimenko G, Khan S, Shrestha A, Ghose S, Jog A, Gibbons PB, Mutlu O
Conference PipeDream: Generalized Pipeline Parallelism for DNN Training 2019 • PROCEEDINGS OF THE TWENTY-SEVENTH ACM SYMPOSIUM ON OPERATING SYSTEMS PRINCIPLES (SOSP '19) • 1-15 Narayanan D, Harlap A, Phanishayee A, Seshadri V, Devanur NR, Ganger GR, Gibbons PB, Zaharia M
Preprint Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs 2019 Dhulipala L, McGuffey C, Kang H, Gu Y, Blelloch GE, Gibbons PB, Shun J
Preprint The Non-IID Data Quagmire of Decentralized Machine Learning 2019 Hsieh K, Phanishayee A, Mutlu O, Gibbons PB
Conference A Case for Richer Cross-layer Abstractions: Bridging the Semantic Gap with Expressive Memory 2018 • Proceedings / Annual International Symposium on Computer Architecture. International Symposium on Computer Architecture • 207-220 Vijaykumar N, Jain A, Majumdar D, Hsieh K, Pekhimenko G, Ebrahimi E, Hajinazar N, Gibbons PB, Mutlu O
Preprint Decoupling GPU Programming Models from Resource Management for Enhanced Programming Ease, Portability, and Performance 2018 Vijaykumar N, Hsieh K, Pekhimenko G, Khan S, Shrestha A, Ghose S, Jog A, Gibbons PB, Mutlu O
Preprint Focus: Querying Large Video Datasets with Low Latency and Low Cost 2018 Hsieh K, Ananthanarayanan G, Bodik P, Bahl P, Philipose M, Gibbons PB, Mutlu O
Conference Focus: Querying Large Video Datasets with Low Latency and Low Cost 2018 • PROCEEDINGS OF THE 13TH USENIX SYMPOSIUM ON OPERATING SYSTEMS DESIGN AND IMPLEMENTATION • 269-286 Hsieh K, Ananthanarayanan G, Bodik P, Venkataraman S, Bahl P, Philipose M, Gibbons PB, Mutlu O
