algorithms

Existing differentially private (DP) synthetic data generation mechanisms typically assume a single-source table. In practice, data is often distributed across multiple tables with relationships across tables. In this paper, we introduce the first-of-its-kind algorithm that can be combined with any existing DP mechanisms to generate synthetic relational databases. Our algorithm iteratively refine…

Building Faultline: A Reusable Chaos-Injection and Linearizability-Checking Harness Faultline is an open-source Go harness that injects faults into distributed systems, records every concurrent operation clients actually observed, and checks whether that history is linearizable — modeled on the methodology behind Kyle Kingsbury's Jepsen. Its reference target is a three-node etcd cluster; a second…

In Python, the dict data structure is the conventional key-value structure. E.g., you might store a list of names as keys and have their phone numbers as values. Valentin Ignatev wrote this amusing post on X: It is indeed widely believed that, in the strict sense, the dict data structure and its companion, the set … Continue reading Python sets and dictionaries can have quadratic-time performance…

A log platform (Splunk, for example) meters ingest by the byte, and most bytes in a log line are repetitive text. Part of it is what the code prints: the words of a format string, identical every time that statement runs. The rest is added around the message: the level, the service and pod names, the fields a logging framework stamps on every line (in Java, the MDC). 10x runs as a sidecar to the …

Distinguishing between inputs containing precisely M ones versus M+Δ ones demands an unexpectedly high number of oracle checks. This work demonstrates a lower bound of Ω(max{ζ√((N-M)(M+Δ))/Δ, √(ζN/Δ)}), a measure of computational effort linked directly to input size and desired accuracy. The analysis tracks individual query progress using a novel multiplicative adversary method.

Google L4-L6 Prep Learning to pass the interview Structured prep covering the data structures and algorithms big-tech interviews expect. Interactive visualizations, a Python playground, AI-powered feedback, and progress tracking. Google Interview Readiness 0Just Starting Start practicing to build your score 0/16 Topics Mastered 0 Challenges Solved 0 Active This Week Data Structures 8 topics 0% av…

John
1d ago

The Greek letter β (beta) and the German letter ß (eszett) look similar, especially in some fonts. Now suppose an OCR program sees some character that could be a beta or could be an eszett. It could calculate some kind of distance between between the pixel pattern of the character and the pixel patterns of […] The post Bayesian OCR first appeared on John D. Cook .

Hornbein
1d ago

---- @hhh4804 (As a physicist) i don't know, it feels like a chess player solving a position using a chess engine... i think we are completely missing the meaning of scientific research, there is no point in solving math problems using AI ---- Me Well it depends. Do you want to solve problems... Read more

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