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20242026
most citedHey AI, Generate Me a Hardware Code! Agentic AI-based Hardware Design & Verification

10 citations · 22 across the 13 of their papers we have counts for

collaborators

14 papers

cs.AI2026

Knowledge Graphs, the Missing Link in Agentic AI-based Formal Verification

Vaisakh Naduvodi Viswambharan, Keerthan Kopparam Radhakrishna, Deepak Narayan Gadde +1

Recent advances in Large Language Models (LLMs) have enabled workflows that generate SystemVerilog Assertions (SVAs) from natural-language specifications, with the potential to acc…

cs.AI2026

Agentic AI-based Coverage Closure for Formal Verification

Sivaram Pothireddypalli, Ashish Raman, Deepak Narayan Gadde +1

Coverage closure is a critical requirement in Integrated Chip (IC) development process and key metric for verification sign-off. However, traditional exhaustive approaches often fa…

cs.AI2026

Saarthi for AGI: Towards Domain-Specific General Intelligence for Formal Verification

Aman Kumar, Deepak Narayan Gadde, Luu Danh Minh +3

Saarthi is an agentic AI framework that uses multi-agent collaboration to perform end-to-end formal verification. Even though the framework provides a complete flow from specificat…

cs.AI2025★ 10 cited

Hey AI, Generate Me a Hardware Code! Agentic AI-based Hardware Design & Verification

Deepak Narayan Gadde, Keerthan Kopparam Radhakrishna, Vaisakh Naduvodi Viswambharan +4

Modern Integrated Circuits (ICs) are becoming increasingly complex, and so is their development process. Hardware design verification entails a methodical and disciplined approach…

cs.AI2025

Saarthi: The First AI Formal Verification Engineer

Aman Kumar, Deepak Narayan Gadde, Keerthan Kopparam Radhakrishna +1

Recently, Devin has made a significant buzz in the Artificial Intelligence (AI) community as the world's first fully autonomous AI software engineer, capable of independently devel…

cs.AR2025★ 2 cited

Optimizing Coverage-Driven Verification Using Machine Learning and PyUVM: A Novel Approach

Suruchi Kumari, Deepak Narayan Gadde, Aman Kumar

The escalating complexity of System-on-Chip (SoC) designs has created a bottleneck in verification, with traditional techniques struggling to achieve complete coverage. Existing te…

cs.AR2024

Verifying Non-friendly Formal Verification Designs: Can We Start Earlier?

Bryan Olmos, Daniel Gerl, Aman Kumar +1

The design of Systems on Chips (SoCs) is becoming more and more complex due to technological advancements. Missed bugs can cause drastic failures in safety-critical environments le…

cs.AR2024

FuzzWiz -- Fuzzing Framework for Efficient Hardware Coverage

Deepak Narayan Gadde, Aman Kumar, Djones Lettnin +1

Ever-increasing design complexity of System-on-Chips (SoCs) led to significant verification challenges. Unlike software, bugs in hardware design are vigorous and eternal i.e., once…

cs.AI2024★ 3 cited

Generative AI Augmented Induction-based Formal Verification

Aman Kumar, Deepak Narayan Gadde

Generative Artificial Intelligence (GenAI) has demonstrated its capabilities in the present world that reduce human effort significantly. It utilizes deep learning techniques to cr…

cs.AR2024

Towards Efficient Design Verification -- Constrained Random Verification using PyUVM

Deepak Narayan Gadde, Suruchi Kumari, Aman Kumar

Python, as a multi-paradigm language known for its ease of integration with other languages, has gained significant attention among verification engineers recently. A Python-based…

cs.AR2024★ 1 cited

Effective Design Verification -- Constrained Random with Python and Cocotb

Deepak Narayan Gadde, Suruchi Kumari, Aman Kumar

Being the most widely used language across the world due to its simplicity and with 35 keywords (v3.7), Python attracts both hardware and software engineers. Python-based verificat…

cs.AI2024★ 5 cited

Efficient Stimuli Generation using Reinforcement Learning in Design Verification

Deepak Narayan Gadde, Thomas Nalapat, Aman Kumar +3

The increasing design complexity of System-on-Chips (SoCs) has led to significant verification challenges, particularly in meeting coverage targets within a timely manner. At prese…

cs.SE2024

A Semi-Formal Verification Methodology for Efficient Configuration Coverage of Highly Configurable Digital Designs

Aman Kumar, Sebastian Simon

Nowadays, a majority of System-on-Chips (SoCs) make use of Intellectual Property (IP) in order to shorten development cycles. When such IPs are developed, one of the main focuses l…

cs.AI2024★ 1 cited

All Artificial, Less Intelligence: GenAI through the Lens of Formal Verification

Deepak Narayan Gadde, Aman Kumar, Thomas Nalapat +2

Modern hardware designs have grown increasingly efficient and complex. However, they are often susceptible to Common Weakness Enumerations (CWEs). This paper is focused on the form…