SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.
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A thesis compiling the author's works on bursty dynamics, temporal network methods, and data-driven modeling of socioeconomic patterns and social contagion.
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Evaluation-driven Scaling for Scientific Discovery
SimpleTES scales test-time evaluation in LLMs to discover state-of-the-art solutions on 21 scientific problems across six domains, outperforming frontier models and optimization pipelines with examples like 2x faster LASSO and new Erdos constructions.
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Computational Human Dynamics
A thesis compiling the author's works on bursty dynamics, temporal network methods, and data-driven modeling of socioeconomic patterns and social contagion.