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Network Intelligence Research Center (NIRC)
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Network Intelligence Research Center (NIRC)

NIRC is based on the National Key Laboratory of Network and Switching Technology at Beijing University of Posts and Telecommunications. It has built a technology matrix across four AI domains—intelligent cloud networking, natural language processing, computer vision, and machine learning systems—dedicated to solving real‑world problems, creating top‑tier systems, publishing high‑impact papers, and contributing significantly to the rapid advancement of China's network technology.

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Recent Articles

Latest from Network Intelligence Research Center (NIRC)

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Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Jun 11, 2026 · Artificial Intelligence

Scaling Automated Formalization of Mathematics: Inside Meta’s AutoformBot and the ATLAS Lean 4 Library

Meta’s recent paper presents AutoformBot, a multi‑agent system that treats formalizing entire mathematics textbooks as a large‑scale software‑engineering project, generating the ATLAS Lean 4 library with over 45,000 declarations and demonstrating a 71 % success rate across 26 open‑access books.

AutoformBotLLM agentsLean 4
0 likes · 14 min read
Scaling Automated Formalization of Mathematics: Inside Meta’s AutoformBot and the ATLAS Lean 4 Library
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Jun 4, 2026 · Artificial Intelligence

How DeepSeek‑V4 Achieves Million‑Token Context via Aggressive KV‑Cache Compression

DeepSeek‑V4 reaches a million‑token context window by aggressively compressing its KV‑cache and employing a hybrid attention scheme that combines Compressed Sparse Attention (CSA) for selective top‑k retrieval with Heavily Compressed Attention (HCA) for full‑attention over heavily merged entries, alongside mixed‑precision storage and other engineering optimizations.

Compressed Sparse AttentionDeepSeek V4Heavily Compressed Attention
0 likes · 7 min read
How DeepSeek‑V4 Achieves Million‑Token Context via Aggressive KV‑Cache Compression
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
May 25, 2026 · Artificial Intelligence

What Does On-Policy Distillation Really Teach Large Language Models?

On-Policy Distillation (OPD) trains large language models by letting the student generate its own inference paths while the teacher supplies token‑level guidance, offering denser signals than RL but sometimes failing when teacher and student reasoning diverge, as detailed by THUNLP’s recent study.

Distillation MetricsModel AlignmentOn‑Policy Distillation
0 likes · 8 min read
What Does On-Policy Distillation Really Teach Large Language Models?
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
May 13, 2026 · Cloud Computing

How Alibaba Cloud’s AI‑Era Network Designs Redefine Data‑Center Architecture

The article traces the evolution of data‑center networking from general‑purpose cloud traffic to AI‑native designs—HPN for massive GPU scale‑out, UPN for super‑node scale‑up, and TPN for token‑centric inference—highlighting the shift from bandwidth to token throughput, latency, and cost.

AI data centerHPNNetwork Architecture
0 likes · 8 min read
How Alibaba Cloud’s AI‑Era Network Designs Redefine Data‑Center Architecture
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Apr 28, 2026 · Artificial Intelligence

How AI Learned to Read the Genomic “Dialects” of 300,000 People for Precise Expression Prediction

This article reviews a study that overcomes the limitation of reference‑genome‑only models by pre‑training a genomic language model on 300,000 European individuals’ variants, creating UKBioBERT and the two‑stage UKBioFormer, which together deliver markedly better gene‑function representations and personalized expression predictions across cell lines and populations.

UKBioBERTUKBioFormerfunctional genomics
0 likes · 7 min read
How AI Learned to Read the Genomic “Dialects” of 300,000 People for Precise Expression Prediction
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Apr 13, 2026 · Artificial Intelligence

Claude Code Source Leak: Inside Its Hardcore Communication Architecture

An accidental source‑code leak lets us dissect Claude Code’s networking stack, revealing a RemoteSessionManager that orchestrates WebSocket‑based downlink, HTTP‑POST uplink, strict permission‑approval flows, layered content/control streams, and a bridge layer that filters, deduplicates, and accelerates local message dispatch.

AI programming toolClaude CodeHTTP POST
0 likes · 8 min read
Claude Code Source Leak: Inside Its Hardcore Communication Architecture