Florian Peter Busch

19 papers A* 2A 1Journal 10Unranked 6
YearRankTypeTitle / Venue / Authors
2025 J jnl
Better Decisions through the Right Causal World Model.
CoRR
Elisabeth Dillies, Quentin Delfosse, Jannis Blüml, Raban Emunds, Florian Peter Busch, Kristian Kersting
2025 J jnl
Elucidating linear programs by neural encodings.
Frontiers Artif. Intell.
Florian Peter Busch, Matej Zecevic, Kristian Kersting, Devendra Singh Dhami
2025 A conf
Scaling Probabilistic Circuits via Data Partitioning.
UAI
Jonas Seng, Florian Peter Busch, Pooja Prasad, Devendra Singh Dhami, Martin Mundt, Kristian Kersting
2025 J jnl
Scaling Probabilistic Circuits via Data Partitioning.
CoRR
Jonas Seng, Florian Peter Busch, Pooja Prasad, Devendra Singh Dhami, Martin Mundt, Kristian Kersting
2025 J jnl
Structural Causal Circuits: Probabilistic Circuits Climbing All Rungs of Pearl's Ladder of Causation.
Trans. Mach. Learn. Res.
Florian Peter Busch, Moritz Willig, Matej Zecevic, Kristian Kersting, Devendra Singh Dhami
2025 A* conf
Systems with Switching Causal Relations: A Meta-Causal Perspective.
ICLR
Moritz Willig, Tim Nelson Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting
2025 J jnl
Tagged for Direction: Pinning Down Causal Edge Directions with Precision.
CoRR
Florian Peter Busch, Moritz Willig, Florian Guldan, Kristian Kersting, Devendra Singh Dhami
2025 A* conf
Where is the Truth? The Risk of Getting Confounded in a Continual World.
ICML
Florian Peter Busch, Roshni Ramanna Kamath, Rupert Mitchell, Wolfgang Stammer, Kristian Kersting, Martin Mundt
2024 — conf
Causality in Flux: Continual Adaptation of Causal Knowledge via Evidence Matching.
AAAI Bridge Program
Jonas Seng, Florian Peter Busch, Kristian Kersting
2024 J jnl
Systems with Switching Causal Relations: A Meta-Causal Perspective.
CoRR
Moritz Willig, Tim Nelson Tobiasch, Florian Peter Busch, Jonas Seng, Devendra Singh Dhami, Kristian Kersting
2024 J jnl
Where is the Truth? The Risk of Getting Confounded in a Continual World.
CoRR
Florian Peter Busch, Roshni Kamath, Rupert Mitchell, Wolfgang Stammer, Kristian Kersting, Martin Mundt
2024 — conf
Ψnet: Efficient Causal Modeling at Scale.
PGM
Florian Peter Busch, Moritz Willig, Jonas Seng, Kristian Kersting, Devendra Singh Dhami
2023 — conf
Causal Concept Identification in Open World Environments.
AAAI Bridge Program
Moritz Willig, Matej Zecevic, Jonas Seng, Florian Peter Busch
2023 — conf
Continual Causal Abstractions.
AAAI Bridge Program
Matej Zecevic, Moritz Willig, Florian Peter Busch, Jonas Seng
2023 — conf
Continually Updating Neural Causal Models.
AAAI Bridge Program
Florian Peter Busch, Jonas Seng, Moritz Willig, Matej Zecevic
2023 — conf
Treatment Effect Estimation to Guide Model Optimization in Continual Learning.
AAAI Bridge Program
Jonas Seng, Florian Peter Busch, Matej Zecevic, Moritz Willig
2022 J jnl
Attributions Beyond Neural Networks: The Linear Program Case.
CoRR
Florian Peter Busch, Matej Zecevic, Kristian Kersting, Devendra Singh Dhami
2022 J jnl
Continual Causal Abstractions.
CoRR
Matej Zecevic, Moritz Willig, Jonas Seng, Florian Peter Busch
2022 J jnl
Finding Structure and Causality in Linear Programs.
CoRR
Matej Zecevic, Florian Peter Busch, Devendra Singh Dhami, Kristian Kersting