Martin Trapp

Orcid: 0000-0003-1725-3381

Affiliations:
  • Aalto University, Department of Computer Science, Helsinki, Finland
  • Graz University of Technology, Signal Processing and Speech Communication Laboratory, Austria
  • VRVis Center for Virtual Reality and Visualization, Vienna, Austria


According to our database1, Martin Trapp authored at least 30 papers between 2012 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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Bibliography

2024
Fixing Overconfidence in Dynamic Neural Networks.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023
Subtractive Mixture Models via Squaring: Representation and Learning.
CoRR, 2023

Transport with Support: Data-Conditional Diffusion Bridges.
CoRR, 2023

Characteristic Circuits.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023


2022
Representational Multiplicity Should Be Exposed, Not Eliminated.
CoRR, 2022

A Hardware Perspective to Evaluating Probabilistic Circuits.
Proceedings of the International Conference on Probabilistic Graphical Models, 2022

Anomaly Detection Using Generative Models and Sum-Product Networks in Mammography Scans.
Proceedings of the Deep Generative Models - Second MICCAI Workshop, 2022

Uncertainty-Guided Source-Free Domain Adaptation.
Proceedings of the Computer Vision - ECCV 2022, 2022

2021
Leveraging probabilistic circuits for nonparametric multi-output regression.
Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Periodic Activation Functions Induce Stationarity.
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

2020
Models of Cross-Situational and Crossmodal Word Learning in Task-Oriented Scenarios.
IEEE Trans. Cogn. Dev. Syst., 2020

DynamicPPL: Stan-like Speed for Dynamic Probabilistic Models.
CoRR, 2020

Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits.
Proceedings of the 37th International Conference on Machine Learning, 2020

Deep Structured Mixtures of Gaussian Processes.
Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics, 2020

2019
Optimisation of Overparametrized Sum-Product Networks.
CoRR, 2019

Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning.
Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019

Bayesian Learning of Sum-Product Networks.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

AdvancedHMC.jl: A robust, modular and e cient implementation of advanced HMC algorithms.
Proceedings of the Symposium on Advances in Approximate Bayesian Inference, 2019

2018
Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks.
CoRR, 2018

Probabilistic Deep Learning using Random Sum-Product Networks.
CoRR, 2018

Grounded Word Learning on a Pepper Robot.
Proceedings of the 18th International Conference on Intelligent Virtual Agents, 2018

2017
Strategic Talk in Film.
Cybern. Syst., 2017

Safe Semi-Supervised Learning of Sum-Product Networks.
Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence, 2017

One Million Posts: A Data Set of German Online Discussions.
Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2017

Retrieving Compositional Documents Using Position-Sensitive Word Mover's Distance.
Proceedings of the ACM SIGIR International Conference on Theory of Information Retrieval, 2017

2016
Adaptive and Background-Aware GAL4 Expression Enhancement of Co-registered Confocal Microscopy Images.
Neuroinformatics, 2016

Automatic Identification of Character Types from Film Dialogs.
Appl. Artif. Intell., 2016

2013
3D object retrieval in an atlas of neuronal structures.
Vis. Comput., 2013

2012
Similarity Based Object Retrieval of Composite Neuronal Structures.
Proceedings of the 5th Eurographics Workshop on 3D Object Retrieval, 2012


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