Research output per year
Research output per year
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Dive into the research topics where Robert Legenstein 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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Advancing spatio-temporal processing through adaptation in spiking neural networks
Baronig, M., Ferrand, R., Sabathiel, S. & Legenstein, R., 1 Jul 2025, In: Nature Communications. 16, 1, 26 p., 5776.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Adversarially Robust Spiking Neural Networks with Sparse Connectivity
Schmolli, M., Baronig, M., Legenstein, R. & Özdenizci, O., 2025, In: Proceedings of Machine Learning Research. 280, p. 865-883 19 p.Research output: Contribution to journal › Conference article › peer-review
Open Access -
Controlling ReRAM's Switching Characteristics with Shadow Memory for Continual Learning
Bezugam, S. S., Bhattacharya, T., Petschenig, H., Choi, S., Hutchinson, G., Pedretti, G., Sheng, X., Ignowski, J., Van Vaerenbergh, T., Beausoleil, R., Legenstein, R. & Strukov, D., 12 Jun 2025, 2025 IEEE International Memory Workshop, IMW 2025 - Proceedings. IEEE, (IEEE International Memory Workshop, IMW - Proceedings).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
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Non-synaptic plasticity enables memory-dependent local learning
Ferrand, R., Baronig, M., Unger, F. & Legenstein, R., Mar 2025, In: PLoS ONE. 20, 3 March, e0313331.Research output: Contribution to journal › Article › peer-review
Open Access -
Privacy-aware lifelong learning
Özdenizci, O., Rueckert, E. & Legenstein, R., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 86816-86836 21 p. (International Conference on Learning Representations, ICLR ).Research output: Chapter in Book/Report/Conference proceeding › Conference paper › peer-review
Activities
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Schnittpunkte von Künstlicher Intelligenz, Medizin und Neurowissenschaften
Legenstein, R. (Speaker)
13 May 2024Activity: Talk or presentation › Public lecture or debate › Science to public
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Porting Few-shot Learning Principles to Memristive Hardware
Legenstein, R. (Speaker)
9 Apr 2024Activity: Talk or presentation › Invited talk at conference or symposium › Science to science
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The Brain as a Role Model
Legenstein, R. (Speaker)
14 Jun 2024Activity: Talk or presentation › Public lecture or debate › Science to public
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Extending the Capabilities of Spiking Neural Networks
Legenstein, R. (Speaker)
4 Jun 2024Activity: Talk or presentation › Invited talk at conference or symposium › Science to science
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Preserving real-world robustness of neural networks under sparsity constraints
Gritsch, J. V. (Speaker), Legenstein, R. (Contributor) & Özdenizci, O. (Contributor)
9 Sept 2024 → 13 Sept 2024Activity: Talk or presentation › Talk at conference or symposium › Science to science
Prizes
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Forschungspreis für Simulation und Modellierung des Landes Steiermark 2012
Legenstein, R. (Recipient), 20 Nov 2012
Prize: Prizes / Medals / Awards
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Forschungspreis für Simulation und Modellierung des Landes Steiermark 2012
Legenstein, R. (Recipient), 20 Nov 2012
Prize: Prizes / Medals / Awards
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NIPS 2008 Studen Paper Award 2nd Place
Büsing, L. H. (Recipient) & Legenstein, R. (Recipient), 7 Dec 2008
Prize: Prizes / Medals / Awards
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FWF - BILAI - Bilateral Artificial Intelligence
Pock, T. (Project manager on research unit), Legenstein, R. (Project manager on research unit), Wotawa, F. (Project manager on research unit), Legenstein, R. (Consortium manager resp. coordinator of internal research units) & Lex, E. (Project manager on research unit)
1/10/24 → 30/09/29
Project: Research project
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EFRI BRAID - Brain-Inspired Dynamics for Engineering Energy-Efficient Circuits and Artificial Intelligence
Legenstein, R. (Project manager on research unit)
1/09/23 → 31/08/27
Project: Research project
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EU - MSCA - MINDnet - Neuromorphic computing and signal processing training network
Legenstein, R. (Project manager on research unit)
1/01/26 → 31/12/29
Project: Research project
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EU - ADOPD - Adaptive Optical Dendrites
Legenstein, R. (Project manager on research unit)
1/10/20 → 31/03/24
Project: Research project
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FWF - SMALL - Spiking Memristive Architectures for Learning to Learn
Legenstein, R. (Consortium manager resp. coordinator with external organisations) & Legenstein, R. (Project manager on research unit)
1/02/20 → 31/07/23
Project: Research project