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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Vikas Singh

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#machine learning Preprint Oct 2026

FORGE: Procedural Weight Generation for Sparse MoE Inference

We introduce FORGE (Fast On-chip Rotor Generation for Experts), a procedural weight generation system for Sparse Mixture-of-Experts (MoE) inference. Rather than storing and loading every expert weight tensor from HBM, we show how a compact accelerator inside each Streaming Multiprocessor can regenerate them on-the-fly...

Chan-Kyoung Moon, T. Pence, Daisuke Yamada et al. · 0 citations
Preprint Aug 2026

Fine-Tuning of Transformer models with Frames

The experiments show that FrameFT achieves performance on par with/exceeding state-of-the-art PEFT techniques, but needs far fewer trainable parameters.

Harshavardhan Adepu, Li Zhang, Sanjiv Kumar et al. · 0 citations

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