Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Akash Kumar

Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization


Dec 15, 2020
Shubham Rai, Walter Lau Neto, Yukio Miyasaka, Xinpei Zhang, Mingfei Yu, Qingyang Yi Masahiro Fujita, Guilherme B. Manske, Matheus F. Pontes, Leomar S. da Rosa Junior, Marilton S. de Aguiar, Paulo F. Butzen, Po-Chun Chien, Yu-Shan Huang, Hoa-Ren Wang, Jie-Hong R. Jiang, Jiaqi Gu, Zheng Zhao, Zixuan Jiang, David Z. Pan, Brunno A. de Abreu, Isac de Souza Campos, Augusto Berndt, Cristina Meinhardt, Jonata T. Carvalho, Mateus Grellert, Sergio Bampi, Aditya Lohana, Akash Kumar, Wei Zeng, Azadeh Davoodi, Rasit O. Topaloglu, Yuan Zhou, Jordan Dotzel, Yichi Zhang, Hanyu Wang, Zhiru Zhang, Valerio Tenace, Pierre-Emmanuel Gaillardon, Alan Mishchenko, Satrajit Chatterjee

* In this 23 page manuscript, we explore the connection between machine learning and logic synthesis which was the main goal for International Workshop on logic synthesis. It includes approaches applied by ten teams spanning 6 countries across the world 

  Access Paper or Ask Questions

Logic Synthesis Meets Machine Learning:Trading Exactness for Generalization


Dec 04, 2020
Shubham Rai, Walter Lau Neto, Yukio Miyasaka, Xinpei Zhang, Mingfei Yu, Qingyang Yi Masahiro Fujita, Guilherme B. Manske, Matheus F. Pontes, Leomar S. da Rosa Junior, Marilton S. de Aguiar, Paulo F. Butzen, Po-Chun Chien, Yu-Shan Huang, Hoa-Ren Wang, Jie-Hong R. Jiang, Jiaqi Gu, Zheng Zhao, Zixuan Jiang, David Z. Pan, Brunno A. de Abreu, Isac de Souza Campos, Augusto Berndt, Cristina Meinhardt, Jonata T. Carvalho, Mateus Grellert, Sergio Bampi, Aditya Lohana, Akash Kumar, Wei Zeng, Azadeh Davoodi, Rasit O. Topaloglu, Yuan Zhou, Jordan Dotzel, Yichi Zhang, Hanyu Wang, Zhiru Zhang, Valerio Tenace, Pierre-Emmanuel Gaillardon, Alan Mishchenko, Satrajit Chatterjee

* In this 23 page manuscript, we explore the connection between machine learning and logic synthesis which was the main goal for International Workshop on logic synthesis. It includes approaches applied by ten teams spanning 6 countries across the world 

  Access Paper or Ask Questions

SIMDive: Approximate SIMD Soft Multiplier-Divider for FPGAs with Tunable Accuracy


Nov 02, 2020
Zahra Ebrahimi, Salim Ullah, Akash Kumar

* ACM Great Lakes Symposium on VLSI (GLSVLSI) 2020 

  Access Paper or Ask Questions

ExPAN(N)D: Exploring Posits for Efficient Artificial Neural Network Design in FPGA-based Systems


Oct 27, 2020
Suresh Nambi, Salim Ullah, Aditya Lohana, Siva Satyendra Sahoo, Farhad Merchant, Akash Kumar


  Access Paper or Ask Questions

The Teaching Dimension of Kernel Perceptron


Oct 27, 2020
Akash Kumar, Hanqi Zhang, Adish Singla, Yuxin Chen


  Access Paper or Ask Questions

Average-case Complexity of Teaching Convex Polytopes via Halfspace Queries


Jun 25, 2020
Akash Kumar, Adish Singla, Yisong Yue, Yuxin Chen


  Access Paper or Ask Questions

Detecting Deepfakes with Metric Learning


Mar 19, 2020
Akash Kumar, Arnav Bhavsar


  Access Paper or Ask Questions

Syn2Real: Forgery Classification via Unsupervised Domain Adaptation


Feb 03, 2020
Akash Kumar, Arnav Bhavasar


  Access Paper or Ask Questions

Copy-Move Forgery Classification via Unsupervised Domain Adaptation


Nov 14, 2019
Akash Kumar, Arnav Bhavsar


  Access Paper or Ask Questions

Solar Potential Analysis of Rooftops Using Satellite Imagery


Dec 30, 2018
Akash Kumar, S. Indu


  Access Paper or Ask Questions

Improving Landmark Recognition using Saliency detection and Feature classification


Nov 30, 2018
Akash Kumar, Sagnik Bhowmick, N. Jayanthi, S. Indu

* Pre-print of the paper to be published in Springer, accepted in the proceedings of the in 2nd Workshop on Digital Heritage at the 11th Indian Conference on Computer Vision, Graphics and Image Processing 

  Access Paper or Ask Questions

Bird Species Classification using Transfer Learning with Multistage Training


Oct 11, 2018
Sourya Dipta Das, Akash Kumar


  Access Paper or Ask Questions

Testing $k$-Monotonicity


Sep 14, 2016
Clément L. Canonne, Elena Grigorescu, Siyao Guo, Akash Kumar, Karl Wimmer


  Access Paper or Ask Questions