Beyond Gradient Inversion: Hidden Subset Sum Problem-Based Input Reconstruction for Federated Learning

Qiongxiu Li, Lixia Luo, Agnese Gini, Changlong Ji, Zhanhao Hu, Xiao Li, Chengfang Fang, Jie Shi, Xiaolin Hu

Open source

DOI
10.1109/tpami.2026.3735649
Published
2026
Container
IEEE Transactions on Pattern Analysis and Machine Intelligence
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1109/tpami.2026.3735649,
  title = {Beyond Gradient Inversion: Hidden Subset Sum Problem-Based Input Reconstruction for Federated Learning},
  author = {Qiongxiu Li and Lixia Luo and Agnese Gini and Changlong Ji and Zhanhao Hu and Xiao Li and Chengfang Fang and Jie Shi and Xiaolin Hu},
  year = {2026},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  doi = {10.1109/tpami.2026.3735649},
  url = {https://doi.org/10.1109/tpami.2026.3735649}
}

RIS

TY  - JOUR
TI  - Beyond Gradient Inversion: Hidden Subset Sum Problem-Based Input Reconstruction for Federated Learning
AU  - Qiongxiu Li
AU  - Lixia Luo
AU  - Agnese Gini
AU  - Changlong Ji
AU  - Zhanhao Hu
AU  - Xiao Li
AU  - Chengfang Fang
AU  - Jie Shi
AU  - Xiaolin Hu
PY  - 2026
JO  - IEEE Transactions on Pattern Analysis and Machine Intelligence
DO  - 10.1109/tpami.2026.3735649
UR  - https://doi.org/10.1109/tpami.2026.3735649
ER  - 

APA

Li, Q., Luo, L., Gini, A., Ji, C., Hu, Z., Li, X., Fang, C., Shi, J., & Hu, X. (2026). Beyond Gradient Inversion: Hidden Subset Sum Problem-Based Input Reconstruction for Federated Learning. IEEE Transactions on Pattern Analysis and Machine Intelligence. https://doi.org/10.1109/tpami.2026.3735649

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