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A Survey on Failure Analysis and Fault Injection in AI Systems
The rapid advancement of Artificial Intelligence (AI) has led to its integration into various
areas, especially with Large Language Models (LLMs) significantly enhancing capabilities …
areas, especially with Large Language Models (LLMs) significantly enhancing capabilities …
Model checking guided testing for distributed systems
Distributed systems have become the backbone of cloud computing. Incorrect system
designs and implementations can greatly impair the reliability of distributed systems …
designs and implementations can greatly impair the reliability of distributed systems …
SandTable: Scalable Distributed System Model Checking with Specification-Level State Exploration
Implementation-level distributed system model checkers (DMCKs) have proven valuable in
verifying the correctness of real distributed systems. However, they primarily focus on state …
verifying the correctness of real distributed systems. However, they primarily focus on state …
Chronos: Finding timeout bugs in practical distributed systems by deep-priority fuzzing with transient delay
Delays are inevitable in complex distributed environments. Timeout mechanisms are
commonly used to handle unexpected failures in distributed systems. However, incorrect …
commonly used to handle unexpected failures in distributed systems. However, incorrect …
Reward Augmentation in Reinforcement Learning for Testing Distributed Systems
Bugs in popular distributed protocol implementations have been the source of many
downtimes in popular internet services. We describe a randomized testing approach for …
downtimes in popular internet services. We describe a randomized testing approach for …
An Empirical Study on Kubernetes Operator Bugs
Kubernetes is the leading cluster management platform, and within Kubernetes, an operator
is an application-specific program that leverages the Kubernetes API to automate operation …
is an application-specific program that leverages the Kubernetes API to automate operation …
Faultfuzz: A coverage guided fault injection tool for distributed systems
Distributed systems are expected to correctly recover from various faults, eg, node
crash/reboot and network disconnection/reconnection. However, faults that occur under …
crash/reboot and network disconnection/reconnection. However, faults that occur under …
Model-guided Fuzzing of Distributed Systems
EB Gulcan, BK Ozkan, R Majumdar… - arxiv preprint arxiv …, 2024 - arxiv.org
We present a coverage-guided testing algorithm for distributed systems implementations.
Our main innovation is the use of an abstract formal model of the system that is used to …
Our main innovation is the use of an abstract formal model of the system that is used to …
[PDF][PDF] Blackbox Fuzzing of Distributed Systems with Multi-Dimensional Inputs and Symmetry-Based Feedback Pruning
This paper presents DistFuzz, which, to our knowledge, is the first feedback-guided blackbox
fuzzing framework for distributed systems. The novelty of DistFuzz comes from two …
fuzzing framework for distributed systems. The novelty of DistFuzz comes from two …