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Mar 13, 2026 · Artificial Intelligence

Towards AI That Truly Understands Art: Introducing the ArtiMuse Aesthetic Understanding Model

ArtiMuse, a new image aesthetic model unveiled at CVPR 2026 by Shanghai AI Lab and the China Academy of Art, combines a massive 10K fine‑grained dataset, a Token‑As‑Score scoring scheme, and unified textual‑and‑numeric feedback to deliver culturally aware, expert‑level art analysis and robust quantitative ratings.

AI aestheticsToken-As-Scoreart analysis

0 likes · 7 min read

Towards AI That Truly Understands Art: Introducing the ArtiMuse Aesthetic Understanding Model

ITPUB

Dec 27, 2025 · Fundamentals

How to Test Membership in 4 Billion Numbers Using Only 1 GB Memory

This article explains how to determine whether a given unsigned integer belongs to a set of 4 billion distinct numbers within a 1 GB memory limit, comparing a bitmap approach with a Bloom filter, providing detailed implementation steps and C++ code examples for both methods.

BitmapC++bloom-filter

0 likes · 8 min read

How to Test Membership in 4 Billion Numbers Using Only 1 GB Memory

Architect's Guide

Sep 8, 2025 · Databases

How to Efficiently Query Millions of Rows in MySQL: Pagination & Optimization

This article demonstrates how to generate, insert, and query a ten‑million‑row MySQL table, measures the performance of ordinary LIMIT pagination versus optimized techniques, and provides practical SQL snippets and tips for handling large offsets and massive data sets.

large datasetmysqlpagination

0 likes · 11 min read

How to Efficiently Query Millions of Rows in MySQL: Pagination & Optimization

Java Tech Enthusiast

Jan 12, 2025 · Artificial Intelligence

AgiBot World: Large-Scale Multi‑Robot Embodied AI Dataset Release

AgiBot World, the first globally‑scale robot dataset captured in fully realistic environments, provides ten‑fold longer trajectories and hundred‑fold greater scene coverage than prior collections, featuring over 80 daily‑life skills recorded by a 32‑DOF robot with advanced sensing, and includes rigorous multi‑stage quality control with future releases slated to reach a million runs and millions of simulated trajectories.

Computer VisionEmbodied AIRobotics

0 likes · 9 min read

AgiBot World: Large-Scale Multi‑Robot Embodied AI Dataset Release

Liangxu Linux

May 25, 2023 · Databases

How to Efficiently Paginate 10 Million MySQL Rows: Real‑World Tests & Optimizations

This article walks through creating a 10‑million‑row MySQL table, measuring pagination performance with LIMIT, and applying practical optimizations—such as index‑based subqueries, ID‑range queries, and column selection—to dramatically reduce query latency on large data sets.

LIMITlarge datasetmysql

0 likes · 10 min read

How to Efficiently Paginate 10 Million MySQL Rows: Real‑World Tests & Optimizations

dbaplus Community

Nov 24, 2022 · Backend Development

Why MySQL Tables Slow Down After 20 Million Rows and How to Estimate Safe Limits

This article explores MySQL InnoDB table size limits, explains how page and B+ tree structures affect performance, provides scripts for generating massive test data, and derives a practical recommendation of around 20 million rows based on storage and index calculations.

B+TreeInnoDBlarge dataset

0 likes · 14 min read

Why MySQL Tables Slow Down After 20 Million Rows and How to Estimate Safe Limits

Programmer DD

Sep 12, 2021 · Databases

Why Does Alibaba’s Java Handbook Ban Joins Over Three Tables? A Deep Dive with Massive Data Tests

This article investigates the Alibaba Java Development Manual’s rule against joining more than three tables by designing and running large‑scale MySQL and Oracle experiments, analyzing performance impacts, presenting test results with and without indexes, and providing full DDL/DML scripts for reproducing the tests.

JOIN optimizationOracledatabase testing

0 likes · 12 min read

Why Does Alibaba’s Java Handbook Ban Joins Over Three Tables? A Deep Dive with Massive Data Tests

ITPUB

Feb 23, 2019 · Artificial Intelligence

Explore a 1.59 Million Image NSFW Dataset with 159 Fine-Grained Categories

A data scientist from Besedo has open‑sourced a massive NSFW image dataset containing 1.589 million pictures, organized into 159 primary categories and further sub‑categories, with download scripts and GitHub links, requiring about 500 GB of storage and cautioning against viewing in the office.

AI researchComputer VisionGitHub

0 likes · 3 min read

Explore a 1.59 Million Image NSFW Dataset with 159 Fine-Grained Categories

ITPUB

Feb 16, 2019 · Artificial Intelligence

A 1.59 Million‑Image NSFW Dataset Released for Advanced Content Filtering

Data scientist Evgeny Bazarov has open‑sourced a 1.589 million‑image NSFW dataset organized into 159 fine‑grained categories, providing GitHub links, download scripts, and a 500 GB storage requirement, enabling researchers to build more precise adult‑content detection models.

Computer VisionGitHubImage Classification

0 likes · 3 min read

A 1.59 Million‑Image NSFW Dataset Released for Advanced Content Filtering

Java Backend Technology

Oct 13, 2018 · Big Data

Check a New Integer Among 4 Billion Records in Seconds Using Bitmap & Distributed Methods

An interviewee faces the challenge of determining whether a newly given integer exists within a set of 4 billion numbers, and the article explores efficient solutions—from naive disk‑I/O approaches to distributed processing and the memory‑saving bitmap technique—highlighting their performance trade‑offs and implementation details.

Big DataBitmapalgorithm

0 likes · 6 min read

Check a New Integer Among 4 Billion Records in Seconds Using Bitmap & Distributed Methods