Martin Trapp

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 42

Top Topics

Efficient Inference

Confocal Microscopy Images

Generative Model

Gaussian Process

Top Venues

Publications

Lassi Meronen, Martin Trapp, Andrea Pilzer, Le Yang, Arno Solin
Fixing Overconfidence in Dynamic Neural Networks. WACV (2024)
Rui Li, Martin Trapp, Marcus Klasson, Arno Solin
Flatness Improves Backbone Generalisation in Few-shot Classification. CoRR (2024)
Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari
Subtractive Mixture Models via Squaring: Representation and Learning. ICLR (2024)
Lingyun Yao, Martin Trapp, Jelin Leslin, Gaurav Singh, Peng Zhang, Karthekeyan Periasamy, Martin Andraud
On Hardware-efficient Inference in Probabilistic Circuits. CoRR (2024)
Lorenzo Loconte, Aleksanteri M. Sladek, Stefan Mengel, Martin Trapp, Arno Solin, Nicolas Gillis, Antonio Vergari
Subtractive Mixture Models via Squaring: Representation and Learning. CoRR (2023)
Ella Tamir, Martin Trapp, Arno Solin
Transport with Support: Data-Conditional Diffusion Bridges. CoRR (2023)
Zhongjie Yu, Martin Trapp, Kristian Kersting
Characteristic Circuits. NeurIPS (2023)
Lassi Meronen, Martin Trapp, Andrea Pilzer, Le Yang, Arno Solin
Fixing Overconfidence in Dynamic Neural Networks. CoRR (2023)
Xuanlong Yu, Yi Zuo, Zitao Wang, Xiaowen Zhang, Jiaxuan Zhao, Yuting Yang, Licheng Jiao, Rui Peng, Xinyi Wang, Junpei Zhang, Kexin Zhang, Fang Liu, Roberto Alcover-Couso, Juan C. SanMiguel, Marcos Escudero-Viñolo, Hanlin Tian, Kenta Matsui, Tianhao Wang, Fahmy Adan, Zhitong Gao, Xuming He, Quentin Bouniot, Hossein Moghaddam, Shyam Nandan Rai, Fabio Cermelli, Carlo Masone, Andrea Pilzer, Elisa Ricci, Andrei Bursuc, Arno Solin, Martin Trapp, Rui Li, Angela Yao, Wenlong Chen, Ivor Simpson, Neill D. F. Campbell, Gianni Franchi
The Robust Semantic Segmentation UNCV2023 Challenge Results. CoRR (2023)
Zhongjie Yu, Martin Trapp, Kristian Kersting
Characteristic Circuits. CoRR (2023)
Ella Tamir, Martin Trapp, Arno Solin
Transport with Support: Data-Conditional Diffusion Bridges. Trans. Mach. Learn. Res. 2023 (2023)
Xuanlong Yu, Yi Zuo, Zitao Wang, Xiaowen Zhang, Jiaxuan Zhao, Yuting Yang, Licheng Jiao, Rui Peng, Xinyi Wang, Junpei Zhang, Kexin Zhang, Fang Liu, Roberto Alcover-Couso, Juan C. SanMiguel, Marcos Escudero-Viñolo, Hanlin Tian, Kenta Matsui, Tianhao Wang, Fahmy Adan, Zhitong Gao, Xuming He, Quentin Bouniot, Hossein Moghaddam, Shyam Nandan Rai, Fabio Cermelli, Carlo Masone, Andrea Pilzer, Elisa Ricci, Andrei Bursuc, Arno Solin, Martin Trapp, Rui Li, Angela Yao, Wenlong Chen, Ivor Simpson, Neill D. F. Campbell, Gianni Franchi
The Robust Semantic Segmentation UNCV2023 Challenge Results. ICCV (Workshops) (2023)
Ari Heljakka, Martin Trapp, Juho Kannala, Arno Solin
Representational Multiplicity Should Be Exposed, Not Eliminated. CoRR (2022)
Subhankar Roy, Martin Trapp, Andrea Pilzer, Juho Kannala, Nicu Sebe, Elisa Ricci, Arno Solin
Uncertainty-Guided Source-Free Domain Adaptation. ECCV (25) (2022)
Marc Dietrichstein, David Major, Martin Trapp, Maria Wimmer, Dimitrios Lenis, Philip Winter, Astrid Berg, Theresa Neubauer, Katja Bühler
Anomaly Detection Using Generative Models and Sum-Product Networks in Mammography Scans. DGM4MICCAI@MICCAI (2022)
Jelin Leslin, Antti Hyttinen, Karthekeyan Periasamy, Lingyun Yao, Martin Trapp, Martin Andraud
A Hardware Perspective to Evaluating Probabilistic Circuits. PGM (2022)
Subhankar Roy, Martin Trapp, Andrea Pilzer, Juho Kannala, Nicu Sebe, Elisa Ricci, Arno Solin
Uncertainty-guided Source-free Domain Adaptation. CoRR (2022)
Zhongjie Yu, Mingye Zhu, Martin Trapp, Arseny Skryagin, Kristian Kersting
Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression. CoRR (2021)
Zhongjie Yu, Mingye Zhu, Martin Trapp, Arseny Skryagin, Kristian Kersting
Leveraging probabilistic circuits for nonparametric multi-output regression. UAI (2021)
Lassi Meronen, Martin Trapp, Arno Solin
Periodic Activation Functions Induce Stationarity. CoRR (2021)
Lassi Meronen, Martin Trapp, Arno Solin
Periodic Activation Functions Induce Stationarity. NeurIPS (2021)
Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting, Zoubin Ghahramani
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits. CoRR (2020)
Martin Trapp, Robert Peharz, Franz Pernkopf, Carl Edward Rasmussen
Deep Structured Mixtures of Gaussian Processes. AISTATS (2020)
Robert Peharz, Steven Lang, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Guy Van den Broeck, Kristian Kersting, Zoubin Ghahramani
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits. ICML (2020)
Mohamed Tarek, Kai Xu, Martin Trapp, Hong Ge, Zoubin Ghahramani
DynamicPPL: Stan-like Speed for Dynamic Probabilistic Models. CoRR (2020)
Brigitte Krenn, Sepideh Sadeghi, Friedrich Neubarth, Stephanie Gross, Martin Trapp, Matthias Scheutz
Models of Cross-Situational and Crossmodal Word Learning in Task-Oriented Scenarios. IEEE Trans. Cogn. Dev. Syst. 12 (3) (2020)
Kai Xu, Hong Ge, Will Tebbutt, Mohamed Tarek, Martin Trapp, Zoubin Ghahramani
AdvancedHMC.jl: A robust, modular and e cient implementation of advanced HMC algorithms. AABI (2019)
Martin Trapp, Robert Peharz, Hong Ge, Franz Pernkopf, Zoubin Ghahramani
Bayesian Learning of Sum-Product Networks. NeurIPS (2019)
Robert Peharz, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Xiaoting Shao, Kristian Kersting, Zoubin Ghahramani
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning. UAI (2019)
Martin Trapp, Robert Peharz, Franz Pernkopf
Optimisation of Overparametrized Sum-Product Networks. CoRR (2019)
Martin Trapp, Robert Peharz, Franz Pernkopf, Carl E. Rasmussen
Deep Structured Mixtures of Gaussian Processes. CoRR (2019)
Martin Trapp, Robert Peharz, Hong Ge, Franz Pernkopf, Zoubin Ghahramani
Bayesian Learning of Sum-Product Networks. CoRR (2019)
Martin Trapp, Robert Peharz, Carl E. Rasmussen, Franz Pernkopf
Learning Deep Mixtures of Gaussian Process Experts Using Sum-Product Networks. CoRR (2018)
Robert Peharz, Antonio Vergari, Karl Stelzner, Alejandro Molina, Martin Trapp, Kristian Kersting, Zoubin Ghahramani
Probabilistic Deep Learning using Random Sum-Product Networks. CoRR (2018)
Matthias Hirschmanner, Stephanie Gross, Brigitte Krenn, Friedrich Neubarth, Martin Trapp, Markus Vincze
Grounded Word Learning on a Pepper Robot. IVA (2018)
Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl
Safe Semi-Supervised Learning of Sum-Product Networks. UAI (2017)
Sabine Payr, Marcin Skowron, Anna Dobrosovestnova, Martin Trapp, Robert Trappl
Strategic Talk in Film. Cybern. Syst. 48 (8) (2017)
Dietmar Schabus, Marcin Skowron, Martin Trapp
One Million Posts: A Data Set of German Online Discussions. SIGIR (2017)
Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl
Safe Semi-Supervised Learning of Sum-Product Networks. CoRR (2017)
Martin Trapp, Marcin Skowron, Dietmar Schabus
Retrieving Compositional Documents Using Position-Sensitive Word Mover's Distance. ICTIR (2017)
Marcin Skowron, Martin Trapp, Sabine Payr, Robert Trappl
Automatic Identification of Character Types from Film Dialogs. Appl. Artif. Intell. 30 (10) (2016)
Martin Trapp, Florian Schulze, Alexey A. Novikov, Laszlo Tirian, Barry J. Dickson, Katja Bühler
Adaptive and Background-Aware GAL4 Expression Enhancement of Co-registered Confocal Microscopy Images. Neuroinformatics 14 (2) (2016)
Martin Trapp, Florian Schulze, Katja Bühler, Tianxiao Liu, Barry J. Dickson
3D object retrieval in an atlas of neuronal structures. Vis. Comput. 29 (12) (2013)
Florian Schulze, Martin Trapp, Katja Bühler, Tianxiao Liu, Barry J. Dickson
Similarity Based Object Retrieval of Composite Neuronal Structures. 3DOR@Eurographics (2012)