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AsiaInfo Technology: New Tech Exploration

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Latest from AsiaInfo Technology: New Tech Exploration

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AsiaInfo Technology: New Tech Exploration

Feb 24, 2025 · Artificial Intelligence

Can Multi‑Teacher Distillation Overcome Catastrophic Forgetting in Continual Learning?

This paper proposes a multi‑teacher distillation framework for continual learning that combines active data rehearsal with feature‑decoupled distillation, demonstrating superior performance on PASCAL VOC and COCO benchmarks while mitigating catastrophic forgetting and balancing stability‑plasticity trade‑offs.

AIContinual LearningKnowledge Distillation

0 likes · 12 min read

Can Multi‑Teacher Distillation Overcome Catastrophic Forgetting in Continual Learning?

AsiaInfo Technology: New Tech Exploration

Feb 11, 2025 · Industry Insights

How L4S Can Transform 5G: Low Latency, Low Loss, Scalable Throughput Explained

This article analyzes the L4S (Low‑Latency, Low‑Loss, Scalable‑Throughput) internet service, its classic congestion‑control background, the L4S architecture—including host, network, and protocol support—and how 3GPP R18 integrates L4S into 5G systems for ultra‑responsive applications.

5GECNL4S

0 likes · 20 min read

How L4S Can Transform 5G: Low Latency, Low Loss, Scalable Throughput Explained

AsiaInfo Technology: New Tech Exploration

Dec 30, 2024 · Artificial Intelligence

How RAG Fusion Revolutionizes Information Retrieval: Mechanisms, Benefits, and Future Directions

This article examines RAG Fusion, a retrieval‑augmented generation technique that combines multi‑query generation, reciprocal rank fusion, and contextual relevance improvements to boost search accuracy, discusses its workflow, mathematical foundation, advantages, challenges, real‑world applications, and emerging research directions.

AIRAG-FusionReciprocal Rank Fusion

0 likes · 15 min read

How RAG Fusion Revolutionizes Information Retrieval: Mechanisms, Benefits, and Future Directions

AsiaInfo Technology: New Tech Exploration

Dec 13, 2024 · Artificial Intelligence

Optimizing Graph RAG: Boosting Global QA with Better Chunking, Prompts, and Entity Extraction

This article presents a comprehensive analysis of Graph RAG, detailing its implementation workflow, step‑by‑step execution guide, four targeted optimization strategies, and experimental validation that demonstrates significant improvements in global and local question answering for industry scenarios.

Entity ExtractionLLM Optimizationgraph RAG

0 likes · 18 min read

Optimizing Graph RAG: Boosting Global QA with Better Chunking, Prompts, and Entity Extraction

AsiaInfo Technology: New Tech Exploration

Dec 9, 2024 · Artificial Intelligence

How Programming Large Models Transform Repository‑Level Code Completion

This article examines how programming large models combined with code knowledge graphs can overcome the limited context of traditional code‑completion tools, detailing key techniques, trigger strategies, context acquisition methods, model fine‑tuning practices, current challenges, and future research directions for intelligent, repository‑wide code suggestions.

AI programmingKnowledge GraphLarge Language Models

0 likes · 14 min read

How Programming Large Models Transform Repository‑Level Code Completion

AsiaInfo Technology: New Tech Exploration

Nov 29, 2024 · Artificial Intelligence

How GraphRAG Transforms Global QA with Structured Retrieval

This article examines GraphRAG—a graph‑enhanced Retrieval‑Augmented Generation approach—detailing its core concepts, the practical challenges of deploying it in enterprise settings, and the engineering solutions and future directions that enable more accurate, efficient, and explainable global question‑answering systems.

Global QAGraphRAGLLM

0 likes · 16 min read

How GraphRAG Transforms Global QA with Structured Retrieval

AsiaInfo Technology: New Tech Exploration

Nov 22, 2024 · Operations

How Inferred Spans Boost Distributed Tracing Accuracy and Coverage

The article examines the implementation of inferred spans as an advanced observability technique that enriches traditional distributed tracing by automatically generating additional spans, improving coverage, pinpointing latency sources, and offering performance‑optimisation insights while discussing practical integration, algorithmic details, and associated trade‑offs.

Javaasync-profilerdistributed-tracing

0 likes · 9 min read

How Inferred Spans Boost Distributed Tracing Accuracy and Coverage

AsiaInfo Technology: New Tech Exploration

Nov 15, 2024 · Artificial Intelligence

How PaaS for AI Optimizes Large‑Model Workloads on Kubernetes

This article analyzes the three core technologies behind PaaS for AI—GPU resource management, node data optimization, and task scheduling—detailing their concepts, component architecture, critical workflows, technical advantages, and future challenges, while illustrating practical configurations with Kubernetes and Volcano examples.

AICloud NativeKubernetes

0 likes · 16 min read

How PaaS for AI Optimizes Large‑Model Workloads on Kubernetes

AsiaInfo Technology: New Tech Exploration

Nov 8, 2024 · Industry Insights

Why Integrated Communication, Sensing, Computing, and AI Are the Key to 6G

This article reviews the evolution from 1G to 5G, explains the ITU’s 6G recommendations, and analyzes how deep integration of communication, sensing, computing, and artificial intelligence—through compute‑endogenous networks, AI‑native RAN, ISAC, and autonomous RAN—will shape the next generation of mobile networks.

6GAI-native RANCompute Virtualization

0 likes · 21 min read

Why Integrated Communication, Sensing, Computing, and AI Are the Key to 6G

AsiaInfo Technology: New Tech Exploration

Nov 4, 2024 · Big Data

How Apache SeaTunnel Redefines Data Integration for Modern Data Platforms

This article reviews the evolution of data‑integration architectures toward EtLT, explains the core capabilities of Apache SeaTunnel, and details how a Chinese data‑platform vendor applied and extended SeaTunnel to simplify batch and streaming ingestion, unify multi‑engine processing, and reduce development and operational costs.

Apache SeaTunnelConnector DevelopmentDistributed Processing

0 likes · 17 min read

How Apache SeaTunnel Redefines Data Integration for Modern Data Platforms