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20242026
most citedE-morphic: Scalable Equality Saturation for Structural Exploration in Logic Synthesis

1 citations · 2 across the 12 of their papers we have counts for

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12 papers

cs.AR2026

Forbench: Symbolic Simulation Helps Make Your Testbench More Formal

Ziyi Yang, Wenbin Che, Ziyue Zheng +2

Simulation remains the dominant approach in pre-silicon verification due to its ease of deployment and intuitive workflow. However, as simulation only explores a limited subset of…

cs.LO2026

Inverter Redistribution through Self-Dual and Self-Anti-Dual Function Transformation

Jingren Wang, Guangyu Hu, Shiju Lin +1

And-Inverter Graph (AIG)-based logic synthesis has been a cornerstone of digital design automation for several decades. While numerous optimization techniques have been developed f…

cs.AR2026

AutoINV: Automated Invariant Generation Framework for Formal Verification on High-Level Synthesis Designs

Xiaofeng Zhou, Linfeng Du, Guangyu Hu +3

High-level synthesis (HLS) transforms an algorithmic description of hardware from a higher abstraction (e.g., C/C++) into a register-transfer level (RTL) design, offering reduced d…

cs.LO2026

A-IC3: Learning-Guided Adaptive Inductive Generalization for Hardware Model Checking

Xiaofeng Zhou, Guangyu Hu, Hongce Zhang +1

The IC3 algorithm represents the state-of-the-art (SOTA) hardware model checking technique, owing to its robust performance and scalability. A significant body of research has focu…

cs.AI2026

IC3-Evolve: Proof-/Witness-Gated Offline LLM-Driven Heuristic Evolution for IC3 Hardware Model Checking

Mingkai Miao, Guangyu Hu, Ziyi Yang +1

IC3, also known as property-directed reachability (PDR), is a commonly-used algorithm for hardware safety model checking. It checks if a state transition system complies with a giv…

cs.AR2026

AutoPDR: Circuit-Aware Solver Configuration Prediction for Hardware Model Checking

Guangyu Hu, Chen Chen, Xiaofeng Zhou +3

Property Directed Reachability (PDR) is a powerful algorithm for formal verification of hardware and software systems, but its performance is highly sensitive to parameter configur…

cs.AR2026

LeGend: A Data-Driven Framework for Lemma Generation in Hardware Model Checking

Mingkai Miao, Guangyu Hu, Wei Zhang +1

Property checking of RTL designs is a central task in formal verification. Among available engines, IC3/PDR is a widely used backbone whose performance critically depends on induct…

cs.AR2026

EvolveGen: Algorithmic Level Hardware Model Checking Benchmark Generation through Reinforcement Learning

Guangyu Hu, Xiaofeng Zhou, Wei Zhang +1

Progress in hardware model checking depends critically on high-quality benchmarks. However, the community faces a significant benchmark gap: existing suites are limited in number,…

cs.AR2025

BDD2Seq: Enabling Scalable Reversible-Circuit Synthesis via Graph-to-Sequence Learning

Mingkai Miao, Jianheng Tang, Guangyu Hu +1

Binary Decision Diagrams (BDDs) are instrumental in many electronic design automation (EDA) tasks thanks to their compact representation of Boolean functions. In BDD-based reversib…

cs.LO2025

FORWORD: Accelerating Formal Datapath Verification via Word-Level Sweeping

Ziyi Yang, Guangyu Hu, Xiaofeng Zhou +4

Modern circuit design process increasingly adopts high-level hardware construction languages and parameterized design methodologies to shorten development cycles and maintain high…

cs.AR2025★ 1 cited

E-morphic: Scalable Equality Saturation for Structural Exploration in Logic Synthesis

Chen Chen, Guangyu HU, Cunxi Yu +2

In technology mapping, the quality of the final implementation heavily relies on the circuit structure after technology-independent optimization. Recent studies have introduced equ…

cs.AR2024★ 1 cited

E-Syn: E-Graph Rewriting with Technology-Aware Cost Functions for Logic Synthesis

Chen Chen, Guangyu Hu, Dongsheng Zuo +3

Logic synthesis plays a crucial role in the digital design flow. It has a decisive influence on the final Quality of Results (QoR) of the circuit implementations. However, existing…