Jelin Leslin
Visitor, IT-rights
Visitor, IT-rights
T411 Dept. Electronics and Nanoeng
Full researcher profile
https://research.aalto.fi/...
Email
jelin.leslin@aalto.fi
Publications
Hardware-efficient tractable probabilistic inference for TinyML Neurosymbolic AI applications
Jelin Leslin, Martin Trapp, Martin Andraud
2025
2025 IEEE International Conference on Omni-Layer Intelligent Systems, COINS 2025
LogSumExp: Efficient Approximate Logarithm Acceleration for Embedded Tractable Probabilistic Reasoning
Lingyun Yao, Shirui Zhao, Martin Trapp, Jelin Leslin, Marian Verhelst, Martin Andraud
2025
IEEE Transactions on Circuits and Systems I: Regular Papers
A 22-nm All-Digital Time-Domain Neural Network Accelerator for Precision In-Sensor Processing
Ahmed M. Mohey, Jelin Leslin, Gaurav Singh, Marko Kosunen, Jussi Ryynänen, Martin Andraud
2024
IEEE Transactions on Very Large Scale Integration (VLSI) Systems
AutoPC: An Open-Source Framework for Efficient Probabilistic Reasoning on FPGA Hardware
Karthekeyan Periasamy, Jelin Leslin, Aleksi Korsman, Lingyun Yao, Martin Andraud
2024
2024 22nd IEEE Interregional NEWCAS Conference, NEWCAS 2024
On Hardware-efficient Inference in Probabilistic Circuits
Lingyun Yao, Martin Trapp, Jelin Leslin, Gaurav Singh, Peng Zhang, Karthekeyan Periasamy, Martin Andraud
2024
Proceedings of Machine Learning Research
Logarithm-Approximate Floating-Point Multiplier for Hardware-efficient Inference in Probabilistic Circuits
Lingyun Yao, Martin Trapp, Karthekeyan Periasamy, Jelin Leslin, Gaurav Singh, Martin Andraud
2023
A Hardware Perspective to Evaluating Probabilistic Circuits
Jelin Leslin, Antti Hyttinen, Karthekeyan Periasamy, Lingyun Yao, Martin Trapp, Martin Andraud
2022
Proceedings of Machine Learning Research