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Extension Preservation in the Finite and Prefix Classes of First Order Logic
Annual Conference for Computer Science Logic, 2020It is well known that the classic Łoś-Tarski preservation theorem fails in the finite: there are first-order definable classes of finite structures closed under extensions which are not definable (in the finite) in the existential fragment of first-order
A. Dawar, Abhisekh Sankaran
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Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark
International Conference on Machine LearningIn the evolving landscape of natural language processing (NLP), fine-tuning pre-trained Large Language Models (LLMs) with first-order (FO) optimizers like SGD and Adam has become standard. Yet, as LLMs grow {in size}, the substantial memory overhead from
Yihua Zhang+12 more
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Private Fine-tuning of Large Language Models with Zeroth-order Optimization
Trans. Mach. Learn. Res.Differentially private stochastic gradient descent (DP-SGD) allows models to be trained in a privacy-preserving manner, but has proven difficult to scale to the era of foundation models.
Xinyu Tang+4 more
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A resonant metamaterial clock distribution network for superconducting logic
Nature Electronics, 2022J. Strong+6 more
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The monotonicity and convexity of unnormalized interval type-2 TSK Fuzzy Logic Systems
International Conference on Fuzzy Systems, 2010Tiechao Wang, J. Yi, Chengdong Li
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Studia Logica: An International Journal for Symbolic Logic, 2008
E. Zardini
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E. Zardini
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Hybrid layered manufacturing: Direct rapid metal tool-making process
, 2004K. Karunakaran+2 more
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IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477), 2003
L. Bianco+3 more
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L. Bianco+3 more
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