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STIMSMITH
Paper

Paper

388 entities
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1
Understanding UVM Coverage for RISC-V Processor Designs
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2
Beyond Random Inputs: A Novel ML-Based Hardware Fuzzing
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Guiding Greybox Fuzzing with Mutation Testing
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An Advanced Constrained Random Verification Environment for SystemC
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Functional Verification Methodology for Microprocessors Using the Genesys Test-Program Generator
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ProcessorFuzz: Guiding Processor Fuzzing using Control and Status Registers
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Examiner: Automatically Locating Inconsistent Instructions between Real Devices and CPU Emulators for ARM
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Towards specification and testing of RISC-V ISA compliance
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ReFuzz: Reusing Tests for Processor Fuzzing with Contextual Bandits
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GoldenFuzz: Generative Golden Reference Hardware Fuzzing
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RFuzz Paper
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ProcessorFuzz: Processor Fuzzing with Control and Status Registers Guidance
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Genesys: Automatically Generating Representative Training Sets for Predictive Benchmarking
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A RISC-V CHERI VP: Enabling System-Level Evaluation of the Capability-Based CHERI Architecture
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MicroTESK: An Extendable Framework for Test Program Generation
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Constraint-based Random Stimuli Generation for Hardware Verification
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Bug hunting SoC designs to achieve full functional coverage closure
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Synthesizing Programs with Continuous Optimization
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Multi-target Coverage-based Greybox Fuzzing (Master's Thesis 2025)
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Test Program Generation for Functional Verification of PowerPC Processors in IBM
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Architecture Description Language driven Functional Test Program Generation for Microprocessors using SMV
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Paleari et al. 2010 x86 decoder differential testing
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Pothineni et al. Maximal Convex Subgraph Enumeration
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Li et al. Search Tree Enumeration Algorithm
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Prelude: Priming-Guided State Reconstruction for Efficient FPGA Processor Debugging
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DifuzzRTL: Differential Fuzz Testing to Find CPU Bugs
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Threadmill: A Post-Silicon Exerciser for Multi-Threaded Processors
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Automating Generation and Maintenance of a High-Quality Architectural Test Suite for RISC-V
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Coverage-driven Stimuli Generation (Yang et al., 2012)
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Verification of a RISC-V system with multiple cores
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Using a constraint satisfaction formulation and solution techniques for random test program generation
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CRAVE: An Advanced Constrained Random Verification Environment for SystemC
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RISCSmith: Finding RISC-V CPU Bugs via Rich Instruction Construction and On-the-fly Differential Analysis
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Understanding the RISC-V Verification Ecosystem
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Sail-RISC-V and Spike for RISC-V Vector: Toward Consistent Golden Reference Behavior
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Beyond Fuzzer Islands: CPU Fuzzing via Smart Coordination
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Coverage-Guided Pre-Silicon Fuzzing of Open-Source Processors based on Leakage Contracts
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TIUP: Effective Processor Verification with Tautology-Induced Universal Properties
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INSTILLER: Towards Efficient and Realistic RTL Fuzzing
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DejaVuzz: Disclosing Transient Execution Bugs with Dynamic Swappable Memory and Differential Information Flow Tracking Assisted Processor Fuzzing
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DiffTest-H: Toward Semantic-Aware Communication in Hardware-Accelerated Co-Simulation
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Tyagi et al. 2022
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ScaleRTL: scaling LLMs with reasoning data and test-time compute for accurate RTL code generation
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StimulusRL: A Universal Deep Reinforcement Learning Stimulus Agent for Coverage-Driven Chip Design Verification
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Synergistic Verification of Hardware Peripherals through Virtual Prototype Aided Cross-Level Methodology Leveraging Coverage-Guided Fuzzing and Co-Simulation
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A Unified Methodology for Pre-Silicon Verification and Post-Silicon Validation
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RISC-V Processor Verification Requires the Full Toolbox
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AI-Assisted Proof Strategy Selection for RISC-V Formal Verification
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Symbiotic Verification of RISC-V Processors
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Open-Source RISC-V Vector Test Suites: A Comparative Analysis
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RISC-V Processor Verification with Coverage-guided Aging
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A UVM based Reusable Framework for End-To-End Verification of Power ISA Cores (IJISAE 2024)
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UVM Verification of RISC-V Instruction Set (ICAECA 2024)
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Automated Testing, Verification and Repair of RTL Hardware Designs (UCB EECS TR 2024-157)
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RISC-V Formal: A Framework for Formal Specification and Verification of RISC-V ISA
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TheHuzz: Instruction Fuzzing of Processors Using Golden-Reference Models for Finding Software-Exploitable Vulnerabilities
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HDFI
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Using Constraint Satisfaction Formulations and Solution Techniques for Random Test Program Generation
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Coverage directed test generation for functional verification using Bayesian networks
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Instiller paper
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Micro-processor verification using a C++11 sequence-based stimulus engine
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Fuzzing Hardware Like Software
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X-Gen: A Random Test-Case Generator for Systems and SoCs
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A Test Generation Framework for Datapath Floating-Point Verification
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MicroTESK: An ADL-Based Reconfigurable Test Program Generator for Microprocessors
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An SPU Reference Model for Simulation, Random Test Generation and Verification
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Wu et al. 2025 GoldenFuzz
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PIM-DFI
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Microprocessor Verification via Feedback-Adjusted Markov Models
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Hybrid Automata and Formal Modeling for Safety-Critical RISC-V Control Systems
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RISCover: Automatic Discovery of User-exploitable Architectural Security Vulnerabilities in Closed-Source RISC-V CPUs
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Benchmarking Large Language Models for Automated Verilog RTL Code Generation
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Formal Verification of Pipelined Y86-64 Microprocessors with UCLID5
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Adaptive Test Program Generation: Planning for the Unplanned
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SiliFuzz: Fuzzing CPUs by Proxy
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HeteroFuzz: Fuzz Testing to Detect Platform Dependent Divergence for Heterogeneous Applications
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FuzzWiz - Fuzzing Framework for Efficient Hardware Coverage
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Reconfigurable Model-Based Test Program Generator for Microprocessors
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Constraint satisfaction for test program generation
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Graph-Based Functional Test Program Generation for Pipelined Processors
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Functional Test Generation using SAT-based Bounded Model Checking
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Piparazzi: A Test Program Generator for Micro-architecture Flow Verification
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AFL White-Paper
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DiFuzzRTL Paper
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SIGFuzz: A Framework for Discovering Microarchitectural Timing Side Channels
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DeepTrans - A Model-Based Approach to Functional Verification of Address Translation Mechanisms
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DAPO: an open-source LLM reinforcement learning system at scale
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A Hybrid Verification Solution to RISC-V Vector Extension (C. Li et al.)
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Testbench Flexibility as a Foundation for Success (A.S. Carretero et al.)
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Addressing Verification Challenges of Heterogeneous Systems Based on IBM Power9
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Universal fuzzing via large language models
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BugGen: a self-correcting multi-agent LLM pipeline for realistic RTL bug synthesis
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Comprehensive Verilog Design Problems (CVDP) benchmark
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Decomposed prompting: a modular approach for solving complex tasks
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Model Based Test Generation for Processor Verification
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Advanced Verification Suite for RISC-V Cores
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FloppyFloat: An open source floating point library for instruction set simulators
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RISC-V VP++: Next generation open-source virtual prototype
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Specification-Driven Directed Test Generation for Validation of Pipelined Processors
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HiFuzz: Hierarchical Reinforcement Learning for Semantic-Aware and Adaptive CPU Fuzzing
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