Skip to content

“Elevating Perceptual Sample Quality in Probabilistic Circuits through Differentiable Sampling” paper out now in PMLR 181

Our formerly pre-registered paper called “Elevating Perceptual Sample Quality in Probabilistic Circuits through Differentiable Sampling” is finally out in the Proceedings of Machine Learning Research (PMLR), Volume 181, Pages 1-21. The paper has started as part of the NeurIPS 2021 Preregister Science Workshop, where the… Read More »“Elevating Perceptual Sample Quality in Probabilistic Circuits through Differentiable Sampling” paper out now in PMLR 181

“Return of the normal distribution: Flexible deep continual learning with variational auto-encoders” paper now in Neural Networks 154

Our paper titled “Return of the normal distribution: Flexible deep continual learning with variational auto-encoders” is now published in Neural Networks, Volume 154, Pages 397-412, October 2022. In the paper we propose a novel two-stage variational auto-encoder approach to continual learning. Our approach comes with… Read More »“Return of the normal distribution: Flexible deep continual learning with variational auto-encoders” paper now in Neural Networks 154

Open World Lifelong Learning – A Continual Machine Learning Course

We are beyond excited to share our newest effort in making continual machine learning accessible to the public: Martin Mundt will be presenting a 13 week long course titled “𝐎𝐩𝐞𝐧 𝐖𝐨𝐫𝐥𝐝 𝐋𝐢𝐟𝐞𝐥𝐨𝐧𝐠 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 – 𝐀 𝐂𝐨𝐧𝐭𝐢𝐧𝐮𝐚𝐥 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐂𝐨𝐮𝐫𝐬𝐞”, supported by hessian.AI & the non-profit ContinualAI organization. … Read More »Open World Lifelong Learning – A Continual Machine Learning Course

Start of the OWLL group as a hessian.AI DEPTH junior research group

The Open World Lifelong Learning (OWLL) Lab is officially starting in March 2022 as a DEPTH junior research group (Nachwuchsgruppe) within the Hessian Center for Artificial Intelligence (hessian.AI) and the state-funded research-cluster The Third Wave of Artificial Intelligence (3AI), both coordinated by Technical University of… Read More »Start of the OWLL group as a hessian.AI DEPTH junior research group