Personal profile
Research
Baichuan Huang is a Ph.D. student, affiliated with the Wallenberg AI, Autonomous Systems and Software Program, in the Department of Electrical and Information Technology at Lund University, Sweden. In 2019, he worked as a research intern at the School of Computer Science and Engineering (SCSE), Nanyang Technological University (NTU), Singapore. His research interests are bio-inspired deep learning, efficient training, efficient inference, Internet of Things (IoT), and edge AI.
Subject classification (UKÄ)
- Computer Sciences
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Collaborations the last five years
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TinyFoA: Memory Efficient Forward-Only Algorithm for On-Device Learning
Huang, B. & Aminifar, A., 2025 Apr 11, Thirty-Ninth AAAI Conference on Artificial Intelligence Thirty-Seventh Conference on Innovative Applications of Artificial Intelligence Fifteenth Symposium on Educational Advances in Artificial Intelligence. 16 ed. Vol. 39. p. 17377-17385 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open Access -
Binary Forward-Only Algorithms
Huang, B. & Aminifar, A., 2025, In: IEEE Design and Test. 42, 5, 6 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile48 Downloads (Pure) -
Efficient On-Device Machine Learning with a Biologically-Plausible Forward-Only Algorithm
Huang, B. & Aminifar, A., 2025. 14 p.Research output: Contribution to conference › Paper, not in proceeding › peer-review
Open Access -
Energy-Aware Integrated Neural Architecture Search and Partitioning for Distributed Internet of Things (IoT)
Huang, B., Abtahi, A. & Aminifar, A., 2024 Dec 1, In: IEEE Transactions on Circuits and Systems for Artificial Intelligence. 1, 2, p. 257-271Research output: Contribution to journal › Article › peer-review
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LightFF: Lightweight Inference for Forward-Forward Algorithm
Aminifar, A., Huang, B., Abtahi Fahliani, A. & Aminifar, A., 2024, 27th European Conference on Artificial Intelligence, 19–24 October 2024, Santiago de Compostela, Spain – Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024). IOS Press, p. 1728-1735 (Frontiers in Artificial Intelligence and Applications; vol. 392).Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review
Open AccessFile115 Downloads (Pure)
Projects
- 1 Active
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Resource-Efficient Deep Learning
Huang, B. (Researcher) & Aminifar, A. (Researcher)
2022/04/01 → 2027/03/31
Project: Dissertation
Activities
- 1 Participation in workshop/ seminar/ course
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NAC Young Resarchers Workshop 2023 (NAC week)
Wisbrant, J. (Organiser), Åström, K. (Host), Bäck, H. (Host), Åström, H. (Presenter), Heander, L. (Presenter), Engman, J. (Presenter), Stenseke, J. (Presenter), Stedtler, S. (Presenter), Springer, H. (Presenter), Wrisberg, A. (Presenter), Liu, Z. (Role not specified), Tagesson, A. (Presenter), Tjøstheim, T. A. (Presenter), Huang, B. (Presenter), Tegler, E. (Presenter), Ahmed, R. (Presenter) & Kazemi Rashed, S. (Presenter)
2023 Oct 24Activity: Participating in or organising an event › Participation in workshop/ seminar/ course