Robert Peharz
@ropeharz.bsky.social
Assistant prof at TU Graz, formerly assistant prof at TU Eindhoven, Marie-Curie Fellow at University of Cambridge. Probabilistic Machine Learning.
The trick adopted from #probabilistic #circuits: make PCs deep and structured, representing an exponential number of polynomials! DeepPCE nicely scales to thousands of inputs and is competitive with standard deep neural nets. Big bonus: tractable expectations, covariances and Sobol indices!
July 30, 2025 at 10:01 AM
The trick adopted from #probabilistic #circuits: make PCs deep and structured, representing an exponential number of polynomials! DeepPCE nicely scales to thousands of inputs and is competitive with standard deep neural nets. Big bonus: tractable expectations, covariances and Sobol indices!
Many thanks for the best paper award for our Deep Polynomial Chaos Expansion (DeepPCE), received from the #UAI workshop #tractable #probabilistic #modeling #TPM! Many congrats to the team, especially leading author Johannes Exenberger!
The workshop paper:
arxiv.org/abs/2507.21273
The workshop paper:
arxiv.org/abs/2507.21273
July 30, 2025 at 9:54 AM
Many thanks for the best paper award for our Deep Polynomial Chaos Expansion (DeepPCE), received from the #UAI workshop #tractable #probabilistic #modeling #TPM! Many congrats to the team, especially leading author Johannes Exenberger!
The workshop paper:
arxiv.org/abs/2507.21273
The workshop paper:
arxiv.org/abs/2507.21273
Our 🇦🇹 #FWF #ClusterOfExcellence is catching on with our first retreat today and tomorrow. @gklambauer.bsky.social introduces our vision to achieve #BroadAI.
www.bilateral-ai.net
Btw, we are looking for a Tenure Track Professor at TU Graz (deadline 6. January):
bsky.app/profile/rope...
www.bilateral-ai.net
Btw, we are looking for a Tenure Track Professor at TU Graz (deadline 6. January):
bsky.app/profile/rope...
December 5, 2024 at 1:46 PM
Our 🇦🇹 #FWF #ClusterOfExcellence is catching on with our first retreat today and tomorrow. @gklambauer.bsky.social introduces our vision to achieve #BroadAI.
www.bilateral-ai.net
Btw, we are looking for a Tenure Track Professor at TU Graz (deadline 6. January):
bsky.app/profile/rope...
www.bilateral-ai.net
Btw, we are looking for a Tenure Track Professor at TU Graz (deadline 6. January):
bsky.app/profile/rope...