19 citations · 42 across the 10 of their papers we have counts for
3 papers · 1 filter
DiffML: End-to-end Differentiable ML Pipelines
Benjamin Hilprecht, Christian Hammacher, Eduardo Reis +2
In this paper, we present our vision of differentiable ML pipelines called DiffML to automate the construction of ML pipelines in an end-to-end fashion. The idea is that DiffML all…
Demonstrating CAT: Synthesizing Data-Aware Conversational Agents for Transactional Databases
Marius Gassen, Benjamin Hättasch, Benjamin Hilprecht +3
Databases for OLTP are often the backbone for applications such as hotel room or cinema ticket booking applications. However, developing a conversational agent (i.e., a chatbot-lik…
Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction
Benjamin Hilprecht, Carsten Binnig
In this paper, we introduce zero-shot cost models which enable learned cost estimation that generalizes to unseen databases. In contrast to state-of-the-art workload-driven approac…