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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Yu-Pu Yao

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#artificial intelligence Preprint Oct 2026

NeMo-DCR: Bit-Exact Delta-Compressed Refit for Scalable Agentic RL at Trillion-Parameter Scale

Agentic reinforcement learning (RL) disaggregates training from rollout, so each policy update must reach the rollout clusters before the next batch. Transferring a full 1T checkpoint for such weight synchronization (refit) takes 87.5 min between two AWS regions. Measurements of BF16 training show that about 1% of weig...

Songlin Jiang, Zhi-Yu Li, Terry Kong et al. · 0 citations
#artificial intelligence Preprint Sep 2026

ATLAS: Aligned Transport of Latent Structure for Reliable World Model Planning

This work introduces Aligned Transport of Latent Structure (ATLAS), a training objective that explicitly preserves relational geometry while calibrating the global latent distribution and uses Wasserstein embedding matching to calibrate its marginal through one-dimensional Wasserstein-2 transport.

Ke Fang, Yu-Pu Yao, Lu Cheng · 0 citations

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