LogSumExp: Efficient Approximate Logarithm Acceleration for Embedded Tractable Probabilistic Reasoning.

Lingyun Yao

Lingyun Yao Shirui Zhao Martin Trapp 0001 Jelin Leslin Marian Verhelst Martin Andraud LogSumExp: Efficient Approximate Logarithm Acceleration for Embedded Tractable Probabilistic Reasoning. 2026 March 1944-1955 73 IEEE Trans. Circuits Syst. I Regul. Pap. 3 https://doi.org/10.1109/TCSI.2025.3613975 db/journals/tcasI/tcasI73.html#YaoZTLVA26 streams/journals/tcasI

Lingyun Yao Shirui Zhao Marian Verhelst Martin Andraud EinChip: A 4.6/1.5 TOPS/W 6/24b Log-compute Einsum-based Accelerator for Neuro Symbolic AI. CICC 2026 1-4 conf/cicc/2026 https://doi.org/10.1109/CICC65509.2026.11509460 db/conf/cicc/cicc2026.html#YaoZVA26 streams/conf/cicc

Lingyun Yao Li Wang Ke Wang Zheng Niu Unravelling urban carbon dynamics: a multi-source data study on Nanchang city's carbon dioxide emissions. 2025 December 18 Int. J. Digit. Earth 1 https://doi.org/10.1080/17538947.2025.2491819 db/journals/digearth/digearth18.html#YaoWWN25 streams/journals/digearth

Shirui Zhao Jun Yin 0001 Lingyun Yao Martin Andraud Wannes Meert Marian Verhelst MC<sup>2</sup>A: Enabling Algorithm-Hardware Co-Design for Efficient Markov Chain Monte Carlo Acceleration. 2025 July abs/2507.12935 CoRR https://doi.org/10.48550/arXiv.2507.12935 db/journals/corr/corr2507.html#abs-2507-12935 streams/journals/corr

Karthekeyan Periasamy Jelin Leslin Aleksi Korsman Lingyun Yao Martin Andraud AutoPC: An Open-Source Framework for Efficient Probabilistic Reasoning on FPGA Hardware. 21-25 2024 NewCAS https://doi.org/10.1109/NewCAS58973.2024.10666359 conf/newcas/2024 db/conf/newcas/newcas2024.html#PeriasamyLKYA24 streams/conf/newcas Lingyun Yao Martin Trapp 0001 Jelin Leslin Gaurav Singh 0005 Peng Zhang 0028 Karthekeyan Periasamy Martin Andraud On Hardware-efficient Inference in Probabilistic Circuits. 3979-3996 2024 UAI https://proceedings.mlr.press/v244/yao24a.html conf/uai/2024 db/conf/uai/uai2024.html#Yao0L00PA24

Lingyun Yao Martin Trapp 0001 Jelin Leslin Gaurav Singh 0005 Peng Zhang 0028 Karthekeyan Periasamy Martin Andraud On Hardware-efficient Inference in Probabilistic Circuits. 2024 abs/2405.13639 CoRR https://doi.org/10.48550/arXiv.2405.13639 db/journals/corr/corr2405.html#abs-2405-13639

Changjin Xu Zixin Liu Peiluan Li Jinling Yan Lingyun Yao Bifurcation Mechanism for Fractional-Order Three-Triangle Multi-delayed Neural Networks. 6125-6151 2023 October 55 Neural Process. Lett. 5 https://doi.org/10.1007/s11063-022-11130-y https://www.wikidata.org/entity/Q121356050 db/journals/npl/npl55.html#XuLLYY23

Changjin Xu Wei Zhang Zixin Liu Peiluan Li Lingyun Yao Bifurcation Study for Fractional-Order Three-Layer Neural Networks Involving Four Time Delays. 714-732 2022 14 Cogn. Comput. 2 https://doi.org/10.1007/s12559-021-09939-1 db/journals/cogcom/cogcom14.html#XuZLLY22

Changjin Xu Zixin Liu Maoxin Liao Lingyun Yao Theoretical analysis and computer simulations of a fractional order bank data model incorporating two unequal time delays. 116859 2022 199 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2022.116859 db/journals/eswa/eswa199.html#XuLLY22

Changjin Xu Wei Zhang Zixin Liu Lingyun Yao Delay-induced periodic oscillation for fractional-order neural networks with mixed delays. 681-693 2022 488 Neurocomputing https://doi.org/10.1016/j.neucom.2021.11.079 db/journals/ijon/ijon488.html#XuZLY22

Changjin Xu Dan Mu Yuanlu Pan Chaouki Aouiti Yicheng Pang Lingyun Yao Probing into bifurcation for fractional-order BAM neural networks concerning multiple time delays. 101701 2022 62 J. Comput. Sci. https://doi.org/10.1016/j.jocs.2022.101701 db/journals/jocs/jocs62.html#XuMPAPY22

Jelin Leslin Antti Hyttinen Karthekeyan Periasamy Lingyun Yao Martin Trapp 0001 Martin Andraud A Hardware Perspective to Evaluating Probabilistic Circuits. 349-360 2022 PGM https://proceedings.mlr.press/v186/leslin22a.html conf/pgm/2022 db/conf/pgm/pgm2022.html#LeslinHPY0A22

Changjin Xu Zixin Liu Lingyun Yao Chaouki Aouiti Further exploration on bifurcation of fractional-order six-neuron bi-directional associative memory neural networks with multi-delays. 126458 2021 410 Appl. Math. Comput. https://doi.org/10.1016/j.amc.2021.126458 db/journals/amc/amc410.html#XuLYA21

Jianxin Cheng Junnan Ye Chaoxiang Yang Lingyun Yao Zhenzhen Ma Tengye Li Study on Innovative Design of Urban Intelligent Lighting Appliance (UILA) Based on Kansei Engineering. 214-222 2018 HCI (21) https://doi.org/10.1007/978-3-319-91125-0_18 conf/hci/2018-21 db/conf/hci/hci2018-21.html#ChengYYYML18 Junnan Ye Jianxin Cheng Chaoxiang Yang Zhang Zhang Xinyu Yang Lingyun Yao Research on the Construction of the Hierarchical Classification Model of the Urban Intelligent Lighting Appliance (UILA) Based on User Needs. 315-320 2018 IHSI https://doi.org/10.1007/978-3-319-73888-8_49 conf/ihsi/2018 db/conf/ihsi/ihsi2018.html#YeCYZYY18 Martin Andraud Chaouki Aouiti Jianxin Cheng Antti Hyttinen Aleksi Korsman Jelin Leslin Peiluan Li Tengye Li Maoxin Liao Zixin Liu Zhen Zhen MaZhenzhen Ma Wannes Meert Dan Mu Zheng Niu Yuanlu Pan Yicheng Pang Karthekeyan Periasamy Gaurav Singh 0005 Martin Trapp 0001 Marian Verhelst Ke Wang Li Wang Changjin Xu Jinling Yan Chaoxiang Yang Xinyu Yang Junnan Ye Jun Yin 0001 Peng Zhang 0028 Wei Zhang Zhang Zhang Shirui Zhao