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  • [2404. 02948] PiSSA: Principal Singular Values and Singular Vectors . . .
    To overcome this limitation, we introduce Principal Singular values and Singular vectors Adaptation (PiSSA) PiSSA shares the same architecture as LoRA, but initializes the adaptor matrices $A$ and $B$ with the principal components of the original matrix $W$, and put the remaining components into a residual matrix $W^{res} \in \mathbb{R}^{m
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  • GitHub - GraphPKU PiSSA: PiSSA: Principal Singular Values and Singular . . .
    Due to the same architecture, PiSSA inherits many of LoRA's advantages, such as parameter efficiency and compatibility with quantization Furthermore, PiSSA reduces the 4-bit quantization error in LLaMA 2-7B by 18 97%, resulting in a substantial improvement in fine-tuning performance
  • Pisa - Wikipedia
    Pisa ( ˈ p iː z ə PEE-zə; Italian: ⓘ or [3]) is a city and comune (municipality) in Tuscany, Central Italy, straddling the Arno just before it empties into the Ligurian Sea It is the capital city of the Province of Pisa Although Pisa is known worldwide for the Leaning Tower of Pisa, the city contains more than twenty other historic churches, several medieval palaces, and bridges
  • PiSSA: Principal Singular Values and Singular Vectors Adaptation of . . .
    Leveraging a fast SVD technique, PiSSA can be initialized in only a few seconds, presenting a negligible cost for transitioning from LoRA to PiSSA To parameter-efficiently fine-tune (PEFT) large language models (LLMs), the low-rank adaptation (LoRA) method approximates the model changes $\Delta W \in \mathbb{R}^{m \times n}$ through the
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  • Abstract - arXiv. org
    Compared to QLoRA, QPiSSA (PiSSA with 4-bit quantization) exhibits smaller quantization errors in the initial stages Fine-tuning LLaMA-3-70B on GSM8K, QPiSSA attains an accuracy of 86 05%, exceeding the performance of QLoRA at 81 73% Leveraging a fast SVD technique, PiSSA can be initialized in only a few
  • PIZZA CALIFORNIA - Updated June 2025 - Yelp
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  • Pisa - Visit Tuscany
    Pisa should be explored beyond its historic center also It's a joy to discover the nature that surrounds the city, starting with the Migliarino, San Rossore and Massaciuccoli Natural Park, which extends over the coast from Viareggio to Livorno The Tenuta di San Rossore at the heart of the park, is the largest pine forest in Europe and stretches as far as the sea passing through immense
  • Pisa travel - Lonely Planet | Tuscany, Italy, Europe
    Once a maritime power to rival Genoa and Venice, modern Pisa is best known for an architectural project gone terribly wrong But the world-famous Leaning Tower is just one of many noteworthy sights in this compelling city





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