A Structural-Semantic Fusion Framework for Mining Internet-Wide Looking Glass Services
A novel structural-semantic fusion framework that intelligently mines and analyzes Looking Glass (LG) services across the global Internet, combining advanced clustering algorithms, network-aware crawling, and LLM-driven classification to achieve comprehensive discovery and validation of network measurement infrastructure.
A breakthrough approach to Internet-wide Looking Glass service discovery using structural-semantic fusion and distributed validation
Revolutionary structural-semantic fusion approach that processes seed pages and extracts distinctive features through advanced clustering algorithms, achieving superior accuracy in LG service pattern recognition.
Intelligent crawler leveraging Autonomous System (AS) information and clustering insights to efficiently collect web pages with minimal redundancy and maximum coverage across diverse network infrastructures.
State-of-the-art large language model integration utilizing few-shot learning techniques to achieve high-precision webpage classification while minimizing manual labeling requirements.
Powerful capabilities that make GlassMiner the leading framework for Looking Glass service analysis
Novel fusion of structural DOM analysis and semantic content understanding to achieve superior Looking Glass service identification and template clustering accuracy.
Four-module pipeline design enabling independent execution of seed processing, web crawling, LLM classification, and VP discovery components for maximum flexibility and scalability.
Advanced distributed validation system for discovering and confirming Looking Glass vantage points (VPs), with automated template matching and API functionality verification.
Four-module pipeline design enabling comprehensive LG service discovery and validation
Template clustering and structural-semantic fusion
AS-informed network-aware data collection
Few-shot learning content classification
Distributed validation and template matching
Measuring the effectiveness and scale of GlassMiner's capabilities