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TLoRA: Tri-Matrix Low-Rank Adaptation of Large Language Models , ISBN =

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cs.LG 1

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2026 1

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CONDITIONAL 1

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Chebyshev Manifold Adaptation

cs.LG · 2026-07-19 · conditional · novelty 6.0

ChebyMA uses Chebyshev polynomial surfaces to parameterize weight updates, claiming a better parameter-accuracy trade-off than LoRA, TLoRA, and StelLA on CIFAR and text classification.

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  • Chebyshev Manifold Adaptation cs.LG · 2026-07-19 · conditional · none · ref 2

    ChebyMA uses Chebyshev polynomial surfaces to parameterize weight updates, claiming a better parameter-accuracy trade-off than LoRA, TLoRA, and StelLA on CIFAR and text classification.