Research output per year
Research output per year
Personal profile
Keywords
- Data Loading
- Data Selection
- Data Attribution
- ML Benchmarking
- Deep Learning
- Resource-aware Machine Learning
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Dive into the research topics where Titus Theodorus (Ties) Robroek is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Modyn: Data-Centric Machine Learning Pipeline Orchestration
Böther, M., Robroek, T. T., Gsteiger, V., Holzinger, R., Ma, X., Tözün, P. & Klimovic, A., 10 Feb 2025, In: Proc. ACM Manag. Data. 3, 1, p. 1-30 30 p.Research output: Journal Article or Conference Article in Journal › Journal article › Research › peer-review
Open Access -
Data Management and Visualization for Benchmarking Deep Learning Training Systems
Robroek, T. T., Duane, A., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 2023, Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning, DEEM 2023, Seattle, WA, USA, 18 June 2023. Association for Computing Machinery, p. 1:1-1:5 5 p.Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
Open Access -
TensorSocket: Shared Data Loading for Deep Learning Training
Robroek, T., Nielsen, N. K. & Tözün, P., 22 Sept 2025, In: Proceedings of the ACM on Management of Data. 3, 4, p. 1-26 27 p., 267.Research output: Journal Article or Conference Article in Journal › Journal article › Research › peer-review
Open Access -
Towards A Modular End-To-End Machine Learning Benchmarking Framework
Bayer, R., Robroek, T. T. & Tözün, P., 30 Mar 2025, In: TDIS '25. p. 23–26 4 p.Research output: Journal Article or Conference Article in Journal › Conference article › Research › peer-review
Open Access -
An Analysis of Collocation on GPUs for Deep Learning Training
Robroek, T. T., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 22 Apr 2024, Proceedings of the 4th Workshop on Machine Learning and Systems, EuroMLSys 2024, Athens, Greece, 22 April 2024. Association for Computing Machinery, p. 81-90 10 p.Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
Open Access
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MOTH: Machine Learning on Tiny Hardware
Tözün, P. (PI), Bayer, R. (CoI) & Robroek, T. T. (Collaborator)
01/08/2023 → 31/07/2026
Project: Research
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RAD: Resource-Aware Data Science
Tözün, P. (PI), Yousefzadeh-Asl-Miandoab, E. (CoI) & Robroek, T. T. (CoI)
Independent Research Fund Denmark
01/04/2021 → 30/04/2025
Project: Research