activity
20242026
collaborators

5 papers

cs.ET2026

LLM Assisted Verification Assertion Generation: Challenges and Future Directions

Bhabesh Mali, Chandan Karfa

Assertion-based Verification (ABV) plays a critical role in the Design Verification (DV) process. However, ABV requires substantial manual effort in generating assertion from speci…

cs.LG2025

David vs. Goliath: Can Small Models Win Big with Agentic AI in Hardware Design?

Shashwat Shankar, Subhranshu Pandey, Innocent Dengkhw Mochahari +4

Large Language Model(LLM) inference demands massive compute and energy, making domain-specific tasks expensive and unsustainable. As foundation models keep scaling, we ask: Is bigg…

cs.AI2025

SANGAM: SystemVerilog Assertion Generation via Monte Carlo Tree Self-Refine

Adarsh Gupta, Bhabesh Mali, Chandan Karfa

Recent advancements in the field of reasoning using Large Language Models (LLMs) have created new possibilities for more complex and automatic Hardware Assertion Generation techniq…

cs.AR2024

LAAG-RV: LLM Assisted Assertion Generation for RTL Design Verification

Karthik Maddala, Bhabesh Mali, Chandan Karfa

Writing SystemVerilog Assertions (SVA) is an important but complex step in verifying Register Transfer Level (RTL) designs. Conventionally, experts need to understand the design sp…

cs.SE2024

ChIRAAG: ChatGPT Informed Rapid and Automated Assertion Generation

Bhabesh Mali, Karthik Maddala, Vatsal Gupta +3

System Verilog Assertion (SVA) formulation -- a critical yet complex task is a prerequisite in the Assertion Based Verification (ABV) process. Traditionally, SVA formulation involv…