Martin V. Butz
6 papers · 2021–2026 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Silver
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Academic Marathon Β· Sprint
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Interdisciplinary Bridge Β· Bronze
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Taxonomy Completionist
(19)
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Hot Topic Early Bird
Venues
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Research topics
Keywords
world model
(2)
model-based planning
(1)
multi-agent reinforcement learning
(1)
reinforcement learning
(1)
causal discovery
(1)
sparse representation
(1)
self-supervised learning
(1)
object tracking
(1)
spatio-temporal modeling
(1)
out-of-distribution generalization
(1)
partially observable domains
(1)
model-based reinforcement learning
(1)
predictive coding
(1)
temporal abstraction
(1)
latent variable
(1)
disentangled representation
(1)
recurrent neural network
(1)
physics-informed neural network
(1)
partial differential equation
(1)
inductive bia
(1)
Papers
Causal Process Models: Reframing Dynamic Causal Graph Discovery as a Reinforcement Learning Problem
CLeaR 2026
Partially Observed Structural Causal Models
UAI 2026
Learning Hierarchical World Models with Adaptive Temporal Abstractions from Discrete Latent Dynamics
ICLR 2024
Learning What and Where: Disentangling Location and Identity Tracking Without Supervision
ICLR 2023
Composing Partial Differential Equations with Physics-Aware Neural Networks
ICML 2022
Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains
NeurIPS 2021