Evolutionary Systems
Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks
Xiaodong Cui, Wei Zhang, Zoltán Tüske, Michael Picheny
Withaback-offstrategyin the SGD step and an elitist strategy in the evolution step, it guarantees that the best fitness in the population will never degrade.
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- Information Technology > Artificial Intelligence > Machine Learning > Evolutionary Systems (0.94)
Symbolic Regression with a Learned Concept Library
SR, uses zero-shot queries to a large language model (LLM) to discover and evolve abstract concepts occurring in known high-performing hypotheses.
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- Research Report > Experimental Study (1.00)
- Research Report > New Finding (0.93)
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- Information Technology > Artificial Intelligence > Natural Language > Large Language Model (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Evolutionary Systems (1.00)
From Complexity to Simplicity: Adaptive ES-Active Subspaces for Blackbox Optimization
Krzysztof M. Choromanski, Aldo Pacchiano, Jack Parker-Holder, Yunhao Tang, Vikas Sindhwani
Neural Information Processing Systems http://nips.cc/
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Evolutionary Systems (0.40)
Max-value Entropy Search for Multi-Objective Bayesian Optimization
Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa
Neural Information Processing Systems http://nips.cc/
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- Information Technology > Artificial Intelligence > Machine Learning > Evolutionary Systems (0.68)
ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution Haoran Y e
The omnipresence of NP-hard combinatorial optimization problems (COPs) compels domain experts to engage in trial-and-error heuristic design. The long-standing endeavor of design automation has gained new momentum with the rise of large language models (LLMs).
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Optimization (0.68)
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- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.67)
ANODEV2: A Coupled Neural ODE Framework
Tianjun Zhang, Zhewei Yao, Amir Gholami, Joseph E. Gonzalez, Kurt Keutzer, Michael W. Mahoney, George Biros
Neural Information Processing Systems http://nips.cc/
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