#Scalability

Articles (5)

• 🇺🇸 Efficient Exploration at Scale — 19/03/2026 [USA]

  arXiv:2603.17378v1 Announce Type: cross Abstract: We develop an online learning algorithm that dramatically improves the data efficiency of reinforcement learning from human feedback (RLHF). Our algo...

  Related: #Exploration
• 🇺🇸 DS SERVE: A Framework for Efficient and Scalable Neural Retrieval — 27/02/2026 [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 — 18/02/2026 [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 — 16/02/2026 [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 — 16/02/2026 [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