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Applications and challenges for large language models: From data management perspective
Data management is indispensable for informed decision-making in the big data era. In the
meantime, Large Language Models (LLMs), equipped with billions of model parameters and …
meantime, Large Language Models (LLMs), equipped with billions of model parameters and …
Squirrel: Testing database management systems with language validity and coverage feedback
Fuzzing is an increasingly popular technique for verifying software functionalities and finding
security vulnerabilities. However, current mutation-based fuzzers cannot effectively test …
security vulnerabilities. However, current mutation-based fuzzers cannot effectively test …
Finding bugs in database systems via query partitioning
Logic bugs in Database Management Systems (DBMSs) are bugs that cause an incorrect
result for a given query, for example, by omitting a row that should be fetched. These bugs …
result for a given query, for example, by omitting a row that should be fetched. These bugs …
Detecting optimization bugs in database engines via non-optimizing reference engine construction
Database Management Systems (DBMS) are used ubiquitously. To efficiently access data,
they apply sophisticated optimizations. Incorrect optimizations can result in logic bugs, which …
they apply sophisticated optimizations. Incorrect optimizations can result in logic bugs, which …
Griffin: Grammar-free DBMS fuzzing
Fuzzing is a promising approach to DBMS testing. One crucial component in DBMS fuzzing
is grammar: since DBMSs enforce strict validation on inputs, a grammar improves fuzzing …
is grammar: since DBMSs enforce strict validation on inputs, a grammar improves fuzzing …
Foundationdb: A distributed unbundled transactional key value store
FoundationDB is an open source transactional key value store created more than ten years
ago. It is one of the first systems to combine the flexibility and scalability of NoSQL …
ago. It is one of the first systems to combine the flexibility and scalability of NoSQL …
Detecting logical bugs of {DBMS} with coverage-based guidance
Database management systems (DBMSs) are critical components of modern data-intensive
applications. Developers have adopted many testing techniques to detect DBMS bugs such …
applications. Developers have adopted many testing techniques to detect DBMS bugs such …
Testing database engines via query plan guidance
Database systems are widely used to store and query data. Test oracles have been
proposed to find logic bugs in such systems, that is, bugs that cause the database system to …
proposed to find logic bugs in such systems, that is, bugs that cause the database system to …
{DynSQL}: Stateful Fuzzing for Database Management Systems with Complex and Valid {SQL} Query Generation
Database management systems (DBMSs) are essential parts of modern software. To ensure
the security of DBMSs, recent approaches apply fuzzing to testing DBMSs by automatically …
the security of DBMSs, recent approaches apply fuzzing to testing DBMSs by automatically …
Finding bugs in Gremlin-based graph database systems via randomized differential testing
Graph database systems (GDBs) allow efficiently storing and retrieving graph data, and
have become the critical component in many applications, eg, knowledge graphs, social …
have become the critical component in many applications, eg, knowledge graphs, social …