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A First Glance at Jev for Network Traffic Classification: Accuracy, Processing Time, and Cost

arXiv cs.LG ↗ · yesterday Cached

This paper presents the first empirical study evaluating Jev, a general-purpose decision model, for network traffic application classification using only early-flow packet features on the CESNET-QUICEXT-25 dataset. Labeled examples boost Jev's accuracy from 9.80% to 34.50%, but trained tree ensembles and GPT-5.6 Sol still outperform it, suggesting labeled in-context examples alone are insufficient to match dedicated classifiers.

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#quic

@Ryrenz: When the signal is down to one bar and you can still load web pages, it’s thanks to things like quiche—Cloudflare has f…

X AI KOLs Timeline ↗ · 2026-09-20 Cached

Cloudflare has open-sourced quiche, a Rust implementation of the QUIC transport protocol and HTTP/3, used in their edge network and adopted by Android and curl for enhanced network performance.

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#quic

CVE-2026-42530: Use after free in nginx HTTP/3 QUIC module

Lobsters Hottest ↗ · 2026-06-18

CVE-2026-42530 discloses a use-after-free vulnerability in nginx's HTTP/3 QUIC module.

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#quic

savearoundtrip: publish an HTTPS DNS record, skip a round trip

Lobsters Hottest ↗ · 2026-06-15 Cached

savearoundtrip is a tool that checks if a domain publishes an HTTPS DNS record to advertise HTTP/3 support, enabling browsers to skip a round trip on the first connection by using QUIC immediately.

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#quic

Iroh 1.0 - Dial Keys, not IPs

Lobsters Hottest ↗ · 2026-06-15 Cached

Iroh 1.0 is a stable release of a peer-to-peer networking library that uses cryptographic keys instead of IP addresses, enabling direct, secure connections across diverse transports and platforms.

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#quic

When "idle" isn't idle: how a Linux kernel optimization became a QUIC bug

Hacker News Top ↗ · 2026-05-12 Cached

Cloudflare details a bug in their QUIC implementation, quiche, where a Linux kernel optimization for CUBIC congestion control caused performance issues, and describes the resulting fix.

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#quic

Using QUIC backscatter to infer hypergiant deployment configurations

Lobsters Hottest ↗ · 2026-04-21 Cached

Researchers use QUIC backscatter from network telescopes to infer retransmission configurations of Google, Meta, and Cloudflare servers, revealing deployment details despite QUIC’s privacy aims.

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#quic

cloudflare/quiche

GitHub Trending (daily) ↗ · 2026-09-19 Cached

quiche is a Rust-based implementation of the QUIC transport protocol and HTTP/3, providing a low-level API for processing QUIC packets and managing connections. It is used by Cloudflare for HTTP/3 support, Android's DNS resolver, and can be integrated into curl.

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#quic

n0-computer/iroh

GitHub Trending (daily) ↗ · 2026-06-16 Cached

Iroh is a Rust library for peer-to-peer networking that simplifies connecting endpoints by public key, using hole-punching and QUIC with fallback relay servers, and provides composable protocols like blobs, gossip, and docs.

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