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Automated reproducibility assessments in the social and behavioral sciences using large language models

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Automated reproducibility assessments in the social and behavioral sciences using large language models

·8 min read·Tobias Holtdirk, Pietro Marcolongo, Anna Steinberg Schulten et al.

This paper addresses the challenge of scaling reproducibility assessments in the social and behavioral sciences, where conventional approaches rely on independent human reanalysts to manually recon…

researchautomated-reproducibilitylarge-language-modelssocial-sciencesstatistical-analysis

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EurekAgent — Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

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EurekAgent — Agent Environment Engineering is All You Need For Autonomous Scientific Discovery

·8 min read·Amy Xin, Jiening Siow, Junjie Wang et al.

This paper addresses the challenge of autonomous scientific discovery by shifting focus from prescribing rigid agent workflows to engineering rich, reliable environments in which large language mod…

researchautonomous-scientific-discoveryenvironment-engineeringllm-agentspermissions-management

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Existence Precedes Value — Joint Modeling of Observational Existence and Evolving States in Time Series Forecasting

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Existence Precedes Value — Joint Modeling of Observational Existence and Evolving States in Time Series Forecasting

·9 min read·Yifan Hu, Hongzhou Chen, Peiyuan Liu et al.

This paper addresses a critical limitation in time series forecasting for highly incomplete and irregular real-world data — the common but unrealistic assumption that future valid observation timest…

researchtime-series-forecastingmissing-datairregular-samplingtransformers

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