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Comprehensive and well-defined specifications are necessary to perform rigorous and thorough validation of system-on-chip (SoC) designs. Message flows specify how components of an SoC design communicate and coordinate with each other to…

Software Engineering · Computer Science 2020-05-25 MD Rubel Ahmed , Hao Zheng , Parijat Mukherjee , Mahesh C. Ketkar , Jin Yang

Understanding communication behavior in modern system-on-chip (SoC) designs is critical for functional verification, performance analysis, and post-silicon debugging. Communication traces capture message exchanges among system components…

Hardware Architecture · Computer Science 2026-04-20 Bardia Nadimi , Hao Zheng

Comprehensive specifications are essential for various activities across the entire validation continuum for system-on-chip (SoC) designs. However, specifications are often ambiguous, incomplete, or even contain inconsistencies or errors.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-05 Yuting Cao , Parijat Mukherjee , Mahesh Ketkar , Jin Yang , Hao Zheng

High-quality system-level message flow specifications can lead to comprehensive validation of system-on-chip (SoC) designs. We propose a disruptive method that utilizes an attention mechanism to produce accurate flow specifications from SoC…

Machine Learning · Computer Science 2022-03-25 Md Rubel Ahmed , Hao Zheng

Concise and abstract models of system-level behaviors are invaluable in design analysis, testing, and validation. In this paper, we consider the problem of inferring models from communication traces of system-on-chip~(SoC) designs. The…

Information Retrieval · Computer Science 2021-02-16 Hao Zheng , Md Rubel Ahmed , Parijat Mukherjee , Mahesh C. Ketkar , Jin Yang

Modeling system-level behaviors of intricate System-on-Chip (SoC) designs is crucial for design analysis, testing, and validation. However, the complexity and volume of SoC traces pose significant challenges in this task. This paper…

Logic in Computer Science · Computer Science 2024-02-29 Md Rubel Ahmed , Bardia Nadimi , Hao Zheng

In this paper, we study seven well-known trace analysis techniques both from the hardware and software domain and discuss their performance on communication-centric system-on-chip (SoC) traces. SoC traces are usually huge in size and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-11 Md Rubel Ahmed , Hao Zheng

Reconstructing system-level behavior from silicon traces is a critical problem in post-silicon validation of System-on-Chip designs. Current industrial practice in this area is primarily manual, depending on collaborative insights of the…

Hardware Architecture · Computer Science 2020-05-07 Yuting Cao , Hao Zheng , Sandip Ray , Jin Yang

Creating good type error messages for constraint-based type inference systems is difficult. Typical type error messages reflect implementation details of the underlying constraint-solving algorithms rather than the specific factors leading…

Programming Languages · Computer Science 2024-02-21 Ishan Bhanuka , Lionel Parreaux , David Binder , Jonathan Immanuel Brachthäuser

Reconstruction of how components communicate with each other during system execution is crucial for debugging system-on-chip designs. However, limited observability is the major obstacle to the efficient and accurate reconstruction in the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-01 Yuting Cao , Hao Zheng , Sandip Ray

We present systematic and efficient solutions for both observability enhancement and root-cause diagnosis of post-silicon System-on-Chips (SoCs) validation with diverse usage scenarios. We model specification of interacting flows in typical…

Hardware Architecture · Computer Science 2021-02-10 Debjit Pal , Shobha Vasudevan

A resource leak occurs when a program fails to free some finite resource after it is no longer needed. Such leaks are a significant cause of real-world crashes and performance problems. Recent work proposed an approach to prevent resource…

Software Engineering · Computer Science 2023-09-25 Narges Shadab , Pritam Gharat , Shrey Tiwari , Michael D. Ernst , Martin Kellogg , Shuvendu Lahiri , Akash Lal , Manu Sridharan

Flow-based generative modeling is a powerful tool for solving inverse problems in physical sciences that can be used for sampling and likelihood evaluation with much lower inference times than traditional methods. We propose to refine flows…

Machine Learning · Computer Science 2024-10-31 Benjamin Holzschuh , Nils Thuerey

Behavioral software models play a key role in many software engineering tasks; unfortunately, these models either are not available during software development or, if available, they quickly become outdated as the implementations evolve.…

Software Engineering · Computer Science 2020-04-17 Donghwan Shin , Salma Messaoudi , Domenico Bianculli , Annibale Panichella , Lionel Briand , Raimondas Sasnauskas

Robots that work close to humans need to understand and use social cues to act in a socially acceptable manner. Social cues are a form of communication (i.e., information flow) between people. In this paper, a framework is introduced to…

Robotics · Computer Science 2023-12-15 Haoyang Jiang , Elizabeth A. Croft , Michael G. Burke

Model inference aims to extract accurate models from the execution logs of software systems. However, in reality, logs may contain some "noise" that could deteriorate the performance of model inference. One form of noise can commonly be…

Software Engineering · Computer Science 2020-04-17 Donghwan Shin , Domenico Bianculli , Lionel Briand

Finding image correspondences remains a challenging problem in the presence of intra-class variations and large changes in scene layout. Semantic flow methods are designed to handle images depicting different instances of the same object or…

Computer Vision and Pattern Recognition · Computer Science 2017-03-22 Bumsub Ham , Minsu Cho , Cordelia Schmid , Jean Ponce

Topology inference is a powerful tool to better understand the behaviours of network systems (NSs). Different from most of prior works, this paper is dedicated to inferring the directed topology of NSs from noisy observations, where the…

Systems and Control · Electrical Eng. & Systems 2025-09-03 Qing Jiao , Yushan Li , Jianping He

This paper presents a command-line tool, called Entropia, that implements a family of conformance checking measures for process mining founded on the notion of entropy from information theory. The measures allow quantifying classical…

This paper gives an overview of a transaction level modeling (TLM) design flow for straightforward embedded system design with SystemC. The goal is to systematically develop both application-specific HW and SW components of an embedded…

Hardware Architecture · Computer Science 2011-11-09 Wolfgang Klingauf
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