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Ortiz Torres, Mauricio und Lange, Markus und Raulf, Arne Peter (2025) On Advancements of the Forward-Forward Algorithm. Helmholtz AI Conference 2025, 2025-06-03 - 2025-06-05, Messe Karlsruhe.
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Kurzfassung
The Forward-Forward algorithm has evolved in machine learning research, tackling more complex tasks that mimic real-life applications. In the last years, it has been improved by several techniques to perform better than its original version, handling a challenging dataset like CIFAR10 without losing its flexibility and low memory usage. We have shown in our results that improvements are achieved through a combination of learnable embeddings, learning rate schedules, and independent block structures during training that lead to a 20% decrease in test error percentage.
| elib-URL des Eintrags: | https://elib.dlr.de/215925/ | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dokumentart: | Konferenzbeitrag (Poster) | ||||||||||||||||
| Titel: | On Advancements of the Forward-Forward Algorithm | ||||||||||||||||
| Autoren: |
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| Datum: | 2025 | ||||||||||||||||
| Referierte Publikation: | Nein | ||||||||||||||||
| Open Access: | Ja | ||||||||||||||||
| Gold Open Access: | Nein | ||||||||||||||||
| In SCOPUS: | Nein | ||||||||||||||||
| In ISI Web of Science: | Nein | ||||||||||||||||
| Status: | akzeptierter Beitrag | ||||||||||||||||
| Stichwörter: | Forward-Forward algorithm, Lighter models, Deep learning, Model optimization | ||||||||||||||||
| Veranstaltungstitel: | Helmholtz AI Conference 2025 | ||||||||||||||||
| Veranstaltungsort: | Messe Karlsruhe | ||||||||||||||||
| Veranstaltungsart: | nationale Konferenz | ||||||||||||||||
| Veranstaltungsbeginn: | 3 Juni 2025 | ||||||||||||||||
| Veranstaltungsende: | 5 Juni 2025 | ||||||||||||||||
| HGF - Forschungsbereich: | Luftfahrt, Raumfahrt und Verkehr | ||||||||||||||||
| HGF - Programm: | Verkehr | ||||||||||||||||
| HGF - Programmthema: | Straßenverkehr | ||||||||||||||||
| DLR - Schwerpunkt: | Verkehr | ||||||||||||||||
| DLR - Forschungsgebiet: | V ST Straßenverkehr | ||||||||||||||||
| DLR - Teilgebiet (Projekt, Vorhaben): | V - SaiNSOR | ||||||||||||||||
| Standort: | andere | ||||||||||||||||
| Institute & Einrichtungen: | Institut für KI-Sicherheit | ||||||||||||||||
| Hinterlegt von: | Ortiz Torres, Mauricio | ||||||||||||||||
| Hinterlegt am: | 19 Aug 2025 13:27 | ||||||||||||||||
| Letzte Änderung: | 19 Aug 2025 13:27 |
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