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Publication date Communities Collections Article title Author(s) Journal/Conference
16 Jul 2022 SERC Institute for Infocomm Research A Survey on Machine Learning Approaches for Modelling Intuitive Physics (Pending publish) Jiafei Duan, Arijit Dasgupta, Jason Fischer, Cheston Tan Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence
21 Jun 2022 SERC Institute for Infocomm Research A Simulation Approach to Analyze Bridge-Defects in a 6T-SRAM Bit Cell Joydeep Ghosh, Shang Yi Lim, Ferdaus Md. Meftahul, Senthilnath Jayavelu, Aaron Voon-Yew Thean 2022 6th IEEE Electron Devices Technology Manufacturing Conference (EDTM)
11 May 2022 SERC Institute of Materials Research and Engineering Theory-guided experimental design in battery materials research Alex Yong Sheng Eng, Chhail Bihari Soni, Yanwei Lum, Edwin Khoo, Zhenpeng Yao, S. K. Vineeth, Vipin Kumar, Jun Lu, Christopher S. Johnson, Christopher Wolverton, Zhi Wei Seh Science Advances
14 Mar 2022 SERC Institute of Materials Research and Engineering Autonomous high-throughput computations in catalysis Stephan N. Steinmann, Angga Hermawan, Mohammed Bin Jassar, Zhi Wei Seh Chem Catalysis
24 Feb 2022 SERC Institute for Infocomm Research Learning by Imagination: A Joint Framework for Text-based Image Manipulation and Change Captioning Kenan Emir Ak, Ying Sun, Joo Hwee Lim IEEE Transactions on Multimedia
17 Feb 2022 BMRC Singapore Bioimaging Consortium Machine learning classification of schizophrenia patients and healthy controls using diverse neuroanatomical markers and Ensemble methods Geetha Soujanya Chilla, Ling Yun Yeow, Qian Hui Chew, Kang Sim, K. N. Bhanu Prakash Scientific Reports
31 Dec 2021 SERC Institute for Infocomm Research The Role of Global Labels in Few-Shot Classification and How to Infer Them Ruohan Wang, Massimiliano Pontil, Carlo Ciliberto 35th Conference on Neural Information Processing Systems (NeurIPS 2021)
20 Dec 2021 SERC Institute for Infocomm Research An invertible crystallographic representation for general inverse design of inorganic crystals with targeted properties Zekun Ren, Siyu Isaac Parker Tian, Juhwan Noh, Felipe Oviedo, Guangzong Xing, Jiali Li, Qiaohao Liang, Ruiming Zhu, Armin G. Aberle, Shijing Sun, Xiaonan Wang, Yi Liu, Qianxiao Li, Senthilnath Jayavelu, Kedar Hippalgaonkar, Yousung Jung, Tonio Buonassisi Matter
5 Nov 2021 SERC Institute for Infocomm Research Predicting Antimicrobial Activity of Conjugated Oligoelectrolyte Molecules via Machine Learning Armi Tiihonen, Sarah J. Cox-Vazquez, Qiaohao Liang, Mohamed Ragab, Zekun Ren, Noor Titan Putri Hartono, Zhe Liu, Shijing Sun, Cheng Zhou, Nathan C. Incandela, Jakkarin Limwongyut, Alex S. Moreland, Senthilnath Jayavelu, Guillermo C. Bazan, Tonio Buonassisi Journal of the American Chemical Society
25 Oct 2021 SERC Institute for Infocomm Research Hybrid physics-based and data-driven modeling with calibrated uncertainty for lithium-ion battery degradation diagnosis and prognosis Jing Lin, Yu Zhang, Edwin Khoo NeurIPS 2021 Workshop on Tackling Climate Change with Machine Learning
18 Sep 2021 BMRC Institute of Bioengineering and Bioimaging Scales-based classification of Schizophrenics and controls Ling Yun Yeow, Geetha Soujanya Chilla, Chew Qian Hui, Kang Sim, Bhanu Prakash KN SingHealth Duke-NUS Scientific Congress 2021
21 Aug 2021 SERC Institute for Infocomm Research Deep Reinforcement Learning Boosted Partial Domain Adaptation Keyu Wu, Min Wu, Jianfei Yang, Zhenghua Chen, Zhengguo Li, Xiaoli Li Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence
28 Jun 2021 SERC Institute for Infocomm Research Transfer Learning-Based Artificial Intelligence-Integrated Physical Modeling to Enable Failure Analysis for 3 Nanometer and Smaller Silicon-Based CMOS Transistors Jieming Pan, Kain Lu Low, Joydeep Ghosh, Senthilnath Jayavelu, Md Meftahul Ferdaus, Shang Yi Lim, Evgeny Zamburg, Yida Li, Baoshan Tang, Xinghua Wang, Jin Feng Leong, Savitha Ramasamy, Tonio Buonassisi, Chen-Khong Tham, Aaron Voon-Yew Thean ACS Applied Nano Materials
2 May 2021 SERC Institute for Infocomm Research Combined two-level damage identification strategy using ultrasonic guided waves and physical knowledge assisted machine learning Mahindra Rautela, J. Senthilnath, Jochen Moll, Srinivasan Gopalakrishnan Ultrasonics
7 Apr 2021 SERC Institute of Materials Research and Engineering Deep learning-enabled prediction of 2D material breakdown Yan Qi Huan, Yincheng Liu, Kuan Eng Johnson Goh, Swee Liang Wong, Chit Siong Aaron Lau IOP Nanotechnology
22 Dec 2020 SERC Institute for Infocomm Research Rail System Anomaly Detection via Machine Learning Approaches Zi Shan Lee, Huaqun Guo, Luying Zhou 2020 IEEE REGION 10 CONFERENCE (TENCON)
7 Dec 2020 SERC Institute for Infocomm Research Advanced Windows Methods on Malware Detection and Classification Dima Rabadi, Sin G. Teo ACSAC '20: Annual Computer Security Applications Conference
1 Dec 2020 SERC Institute for Infocomm Research MACHINE-LEARNING BASED METHODOLOGIES FOR 3D X-RAY MEASUREMENT, CHARACTERIZATION AND OPTIMIZATION FOR BURIED STRUCTURES IN ADVANCED IC PACKAGES Ramanpreet Singh Pahwa, Tin Lay Nwe, Richard Chang, Zaw Min, Wang Jie, Tom Gregorich, David Ho, Vempati Srinivasa Rao International Wafer Level Packaging Conference (IWLPC)
16 Nov 2020 SERC Institute for Infocomm Research Improving Single Reference Indoor Positioning Accuracy Through Machine Learning Rochelle Xenia Mendoza Santos, Sivanand Krishnan IEEE TENCON 2020
27 Aug 2020 SERC Institute for Infocomm Research Deeply Supervised Active Learning for Finger Bones Segmentation Ziyuan Zhao, Xiaoyan Yang, Bharadwaj Veeravalli, Zeng Zeng 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)
27 Aug 2020 SERC Institute for Infocomm Research Deep learning with long short-term memory networks for classification of dementia related travel patterns Nhu Khue Vuong, Yong Liu, Syin Chan, Chiew Tong Lau, Zhenghua Chen, Min Wu, Xiaoli Li
15 Jun 2020 SERC Institute for Infocomm Research Rapid and Accurate Thin Film Thickness Extraction via UV-Vis and Machine Learning Parker Tian Siyu Isaac, Liu Zhe, Chellappan Vijila, Lim Yee-Fun, Ren Zekun, Oviedo Felipe, Teo B. Heng, Thapa Janak, Dutta Rajdeep, MacLeod Benjamin P, Parlane Fraser G. L., Senthilnath J., Berlinguette Curtis P., Buonassisi Tonio Proceedings of the 47th IEEE Photovoltaic Specialists Conference (PVSC'20), 2020
1 Jan 2020 SERC Institute of High Performance Computing A framework for community noise modelling using machine learning methods Wenzu Zhang, Enxiao Liu, Jason Png Applied Acoustics
9 Dec 2019 SERC Institute for Infocomm Research Malicious Behavior Detection based on Extracted Features from APIs for Windows Platforms Dima Rabadi, Kar Wai Fok, Zhongmin Dai, Teo Sin Gee DYnamic and Novel Advances in Machine Learning and Intelligent Cyber Security Workshop
15 Nov 2019 SERC National Metrology Centre A Data-Driven Approach for Accurate Rainfall Prediction Shilpa Manandhar, Soumyabrata Dev, Yee Hui Lee, Yu Song Meng, Stefan Winkler IEEE Transactions on Geoscience and Remote Sensing
3 Sep 2019 SERC Institute for Infocomm Research Learning of Multi-Dimensional Analog Circuits Through Generative Adversarial Network (GAN) Raju Salahuddin, Rahul Dutta, Ashish James, Chemmanda John Leo, Yong-Joon Jeon, Balagopal Unnikrishnan, Foo Chuan Sheng, Zeng Zeng, Kevin Tshun Chuan Chai, Vijay Ramaseshan Chandrasekhar 2019 32nd IEEE International System-on-Chip Conference (SOCC)
28 Aug 2019 SERC Institute for Infocomm Research Design and Development of SCADA Firewall Security Features for Protecting Industrial Operations R Dheeraj, Huaqun Guo, Bharadwaj Veeravalli, Xingjie Yu 2019 IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS)
12 Nov 2018 SERC Institute for Infocomm Research Critical Analysis of New Protocols on Lightweight Authentication Ying Qiu, Jiqiang Lu 2018 24th Asia-Pacific Conference on Communications (APCC)
22 May 2018 SERC Institute for Infocomm Research Distributed Anomaly Detection using Autoencoder Neural Networks in WSN for IoT Tie Luo, Sai G. Nagarajan IEEE International Conference on Communications (ICC)