Reproducibility

Many AI Analysts, One Dataset: Navigating the Agentic Data Science Multiverse

• AI analysts replicate many‑analyst diversity at scale using large language models. • LLMs and prompt framing generate distinct analytic pipelines on the same dataset. • An AI aud

Replication Study: Federated Text-Driven Prompt Generation for Vision-Language Models

• FedTPG introduces dynamic text-driven prompt generation for vision-language models in federated settings. • Replication evaluated on six datasets, achieving 74.58% seen, 76.00% u

The Story is Not the Science: Execution-Grounded Evaluation of Mechanistic Interpretability Research

• Reproducibility crisis shows paper‑centric reviews limit research rigor. • AI agents producing research outputs amplify evaluation challenges. • Introduces execution‑grounded eva

It's Not Just Timestamps: A Study on Docker Reproducibility

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 3 Feb 2026] Title:It’s Not Just Timestamps: A Study on Docker Reproducibility View PDF HTML (experim

EcoFABs Could Help Fuel AI in Agriculture

• EcoFABs are portable plastic chambers enabling reproducible plant-microbe experiments. • Global study across three continents confirmed consistent results using EcoFABs. • Open p