37 citations · 137 across the 20 of their papers we have counts for
8 papers · 1 filter
Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization
Shubham Rai, Walter Lau Neto, Yukio Miyasaka +37
Logic synthesis is a fundamental step in hardware design whose goal is to find structural representations of Boolean functions while minimizing delay and area. If the function is c…
SIMDive: Approximate SIMD Soft Multiplier-Divider for FPGAs with Tunable Accuracy
Zahra Ebrahimi, Salim Ullah, Akash Kumar
The ever-increasing quest for data-level parallelism and variable precision in ubiquitous multimedia and Deep Neural Network (DNN) applications has motivated the use of Single Inst…
ExPAN(N)D: Exploring Posits for Efficient Artificial Neural Network Design in FPGA-based Systems
Suresh Nambi, Salim Ullah, Aditya Lohana +3
The recent advances in machine learning, in general, and Artificial Neural Networks (ANN), in particular, has made smart embedded systems an attractive option for a larger number o…
ParaLarH: Parallel FPGA Router based upon Lagrange Heuristics
Rohit Agrawal, Kapil Ahuja, Dhaarna Maheshwari +1
Routing of the nets in Field Programmable Gate Array (FPGA) design flow is one of the most time consuming steps. Although Versatile Place and Route (VPR), which is a commonly used…
Deletion to Induced Matching
Akash Kumar, Mithilesh Kumar
In the DELETION TO INDUCED MATCHING problem, we are given a graph on vertices, edges and a non-negative integer and asks whether there exists a set of vertices $S \…
SeqL: Secure Scan-Locking for IP Protection
Seetal Potluri, Aydin Aysu, Akash Kumar
Existing logic-locking attacks are known to successfully decrypt functionally correct key of a locked combinational circuit. It is possible to extend these attacks to real-world Si…
Detecting Deepfakes with Metric Learning
Akash Kumar, Arnav Bhavsar
With the arrival of several face-swapping applications such as FaceApp, SnapChat, MixBooth, FaceBlender and many more, the authenticity of digital media content is hanging on a ver…
Syn2Real: Forgery Classification via Unsupervised Domain Adaptation
Akash Kumar, Arnav Bhavasar
In recent years, image manipulation is becoming increasingly more accessible, yielding more natural-looking images, owing to the modern tools in image processing and computer visio…