#Scalability
Latest news articles tagged with "Scalability". Follow the timeline of events, related topics, and entities.
Articles (4)
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🇺🇸 DS SERVE: A Framework for Efficient and Scalable Neural Retrieval
[USA]
arXiv:2602.22224v1 Announce Type: cross Abstract: We present DS-Serve, a framework that transforms large-scale text datasets, comprising half a trillion tokens, into a high-performance neural retriev...
Related: #Information Retrieval, #Artificial Intelligence -
🇺🇸 A Scalable Curiosity-Driven Game-Theoretic Framework for Long-Tail Multi-Label Learning in Data Mining
[USA]
arXiv:2602.15330v1 Announce Type: cross Abstract: The long-tail distribution, where a few head labels dominate while rare tail labels abound, poses a persistent challenge for large-scale Multi-Label ...
Related: #Data mining, #Multi‑label classification, #Long‑tail learning, #Game theory -
🇺🇸 VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction
[USA]
arXiv:2602.12579v1 Announce Type: cross Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) has emerged as a dominant paradigm for enhancing Large Language Models (LLMs) reasoning, yet it...
Related: #AI Research, #Reinforcement Learning -
🇺🇸 PlanetServe: A Decentralized, Scalable, and Privacy-Preserving Overlay for Democratizing Large Language Model Serving
[USA]
arXiv:2504.20101v5 Announce Type: replace-cross Abstract: While significant progress has been made in research and development on open-source and cost-efficient large-language models (LLMs), serving ...
Related: #Decentralization, #AI/LLM Technology, #Democratization