MMM: Machine Learning-Based Macro-Modeling for Linear Analog ICs and ADC/DACs
Lin, Yishuang, Li, Yaguang, Madhusudan, Meghna, Sapatnekar, Sachin S., Harjani, Ramesh, Hu, Jiang
Published in IEEE transactions on computer-aided design of integrated circuits and systems (18.06.2024)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (18.06.2024)
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Journal Article
Constructive Place-and-Route for FinFET-Based Transistor Arrays in Analog Circuits Under Nonlinear Gradients
Sharma, Arvind K., Madhusudan, Meghna, Burns, Steven M., Yaldiz, Soner, Mukherjee, Parijat, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in IEEE transactions on computer-aided design of integrated circuits and systems (2024)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (2024)
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Journal Article
Constructive Placement and Routing for Common-Centroid Capacitor Arrays in Binary-Weighted and Split DACs
Karmokar, Nibedita, Sharma, Arvind K., Poojary, Jitesh, Madhusudan, Meghna, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.09.2023)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.09.2023)
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Journal Article
GNN-based Hierarchical Annotation for Analog Circuits
Kunal, Kishor, Dhar, Tonmoy, Madhusudan, Meghna, Poojary, Jitesh, Sharma, Arvind K., Xu, Wenbin, Burns, Steven M., Hu, Jiang, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.09.2023)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.09.2023)
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Journal Article
A Customized Graph Neural Network Model for Guiding Analog IC Placement
Li, Yaguang, Lin, Yishuang, Madhusudan, Meghna, Sharma, Arvind, Xu, Wenbin, Sapatnekar, Sachin S., Harjani, Ramesh, Hu, Jiang
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
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Conference Proceeding
A general approach for identifying hierarchical symmetry constraints for analog circuit layout
Kunal, Kishor, Poojary, Jitesh, Dhar, Tonmoy, Madhusudan, Meghna, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
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Conference Proceeding
Are Analytical Techniques Worthwhile for Analog IC Placement?
Lin, Yishuang, Li, Yaguang, Fang, Donghao, Madhusudan, Meghna, Sapatnekar, Sachin S., Harjani, Ramesh, Hu, Jiang
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
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Conference Proceeding
Constructive Common-Centroid Placement and Routing for Binary-Weighted Capacitor Arrays
Karmokar, Nibedita, Sharma, Arvind K., Poojary, Jitesh, Madhusudan, Meghna, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
Published in 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE) (14.03.2022)
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Conference Proceeding
Understanding Distance-Dependent Variations for Analog Circuits in a FinFET Technology
Madhusudan, Meghna, Poojary, Jitesh, Sharma, Arvind K., S., Ramprasath, Kunal, Kishor, Sapatnekar, Sachin S., Harjani, Ramesh
Published in ESSDERC 2023 - IEEE 53rd European Solid-State Device Research Conference (ESSDERC) (11.09.2023)
Published in ESSDERC 2023 - IEEE 53rd European Solid-State Device Research Conference (ESSDERC) (11.09.2023)
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Conference Proceeding
GANA: Graph Convolutional Network Based Automated Netlist Annotation for Analog Circuits
Kunal, Kishor, Dhar, Tonmoy, Madhusudan, Meghna, Poojary, Jitesh, Sharma, Arvind, Xu, Wenbin, Burns, Steven M., Hu, Jiang, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2020)
Published in 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.03.2020)
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Conference Proceeding
From Specification to Silicon: Towards Analog/Mixed-Signal Design Automation using Surrogate NN Models with Transfer Learning
Liu, Juzheng, Su, Shiyu, Madhusudan, Meghna, Hassanpourghadi, Mohsen, Saunders, Samuel, Zhang, Qiaochu, Rasul, Rezwan, Li, Yaguang, Hu, Jiang, Sharma, Arvind Kumar, Sapatnekar, Sachin S., Harjani, Ramesh, Levi, Anthony, Gupta, Sandeep, Chen, Mike Shuo-Wei
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
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Conference Proceeding
Analog Layout Generation using Optimized Primitives
Madhusudan, Meghna, Sharma, Arvind K., Li, Yaguang, Hu, Jiang, Sapatnekar, Sachin S., Hajiani, Ramesh
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
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Conference Proceeding
Performance-Aware Common-Centroid Placement and Routing of Transistor Arrays in Analog Circuits
Sharma, Arvind K., Madhusudan, Meghna, Burns, Steven M., Yaldiz, Soner, Mukherjee, Parijat, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
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Conference Proceeding
INVITED: ALIGN - Open-Source Analog Layout Automation from the Ground Up
Kunal, Kishor, Madhusudan, Meghna, Sharma, Arvind K., Xu, Wenbin, Burns, Steven M., Harjani, Ramesh, Hu, Jiang, Kirkpatrick, Desmond A., Sapatnekar, Sachin S.
Published in 2019 56th ACM/IEEE Design Automation Conference (DAC) (01.06.2019)
Published in 2019 56th ACM/IEEE Design Automation Conference (DAC) (01.06.2019)
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Conference Proceeding
Common-Centroid Layouts for Analog Circuits: Advantages and Limitations
Sharma, Arvind K., Madhusudan, Meghna, Burns, Steven M., Mukherjee, Parijat, Yaldiz, Soner, Harjani, Ramesh, Sapatnekar, Sachin S.
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
Published in 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE) (01.02.2021)
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Conference Proceeding
The ALIGN Open-Source Analog Layout Generator: v1.0 and Beyond (Invited talk)
Dhar, Tonmoy, Kunal, Kishor, Li, Yaguang, Lin, Yishuang, Madhusudan, Meghna, Poojary, Jitesh, Sharma, Arvind K., Burns, Steven M., Harjani, Ramesh, Hu, Jiang, Mukherjee, Parijat, Yaldiz, Soner, Sapatnekar, Sachin S.
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
Published in 2020 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (02.11.2020)
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Conference Proceeding
Exploring a Machine Learning Approach to Performance Driven Analog IC Placement
Li, Yaguang, Lin, Yishuang, Madhusudan, Meghna, Sharma, Arvind, Xu, Wenbin, Sapatnekar, Sachin, Harjani, Ramesh, Hu, Jiang
Published in 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (01.07.2020)
Published in 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (01.07.2020)
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Conference Proceeding
A Circuit Attention Network-Based Actor-Critic Learning Approach to Robust Analog Transistor Sizing
Li, Yaguang, Lin, Yishuang, Madhusudan, Meghna, Sharma, Arvind, Sapatnekar, Sachin, Harjani, Ramesh, Hu, Jiang
Published in 2021 ACM/IEEE 3rd Workshop on Machine Learning for CAD (MLCAD) (30.08.2021)
Published in 2021 ACM/IEEE 3rd Workshop on Machine Learning for CAD (MLCAD) (30.08.2021)
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Conference Proceeding
MMM: Machine Learning-Based Macro-Modeling for Linear Analog ICs and ADC/DACs
Lin, Yishuang, Li, Yaguang, Madhusudan, Meghna, Sapatnekar, Sachin S., Harjani, Ramesh, Hu, Jiang
Published in 2023 ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD) (10.09.2023)
Published in 2023 ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD) (10.09.2023)
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Conference Proceeding