| Paper Abstract and Keywords |
| Presentation |
2025-07-30 11:45
[Invited Lecture]
Realizing Opportunistic Federated Learning in Heterogeneous Settings
Shota Ono (Univ. Tokyo), Ryota Hasegawa, Takumi Miyoshi, Taku Yamazaki (Shibaura Inst. Tech.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Federated learning enables collaborative machine learning across devices without sharing individual data. On mobile devices, it allows models to be trained cooperatively using sensing data, and various applications have been explored. However, device capabilities are heterogeneous, and it is necessary to consider environments where diverse tasks coexist. In this lecture, we introduce an opportunistic federated learning that adaptively allocates computational resources in environments characterized by device heterogeneity and task diversity. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Distributed machine learning / federated learning / resource allocation / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
| Paper # |
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| Date of Issue |
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| ISSN |
Online edition: ISSN 2432-6380 |
| Download PDF |
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| Conference Information |
| Committee |
SR RCS RCC SeMI NS RISING HCL |
| Conference Date |
2025-07-30 - 2025-08-01 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
MALIOS |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
RISING |
| Conference Code |
2025-07-SR-RCS-RCC-SeMI-NS-RISING-HCL |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Realizing Opportunistic Federated Learning in Heterogeneous Settings |
| Sub Title (in English) |
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| Keyword(1) |
Distributed machine learning |
| Keyword(2) |
federated learning |
| Keyword(3) |
resource allocation |
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| 1st Author's Name |
Shota Ono |
| 1st Author's Affiliation |
The University of Tokyo (Univ. Tokyo) |
| 2nd Author's Name |
Ryota Hasegawa |
| 2nd Author's Affiliation |
Shibaura Institute of Technology (Shibaura Inst. Tech.) |
| 3rd Author's Name |
Takumi Miyoshi |
| 3rd Author's Affiliation |
Shibaura Institute of Technology (Shibaura Inst. Tech.) |
| 4th Author's Name |
Taku Yamazaki |
| 4th Author's Affiliation |
Shibaura Institute of Technology (Shibaura Inst. Tech.) |
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| Speaker |
Author-1 |
| Date Time |
2025-07-30 11:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
RISING |
| Paper # |
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| Volume (vol) |
vol.125 |
| Number (no) |
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