Martin Szummer

According to our database, Martin Szummer authored at least 37 papers between 1996 and 2020.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2020

Balance Regularized Neural Network Models for Causal Effect Estimation.

Mehrdad Farajtabar, Andrew Lee, Yuanjian Feng, Vishal Gupta, Peter Dolan, Harish Chandran, Martin Szummer

CoRR, 2020

Amortized learning of neural causal representations.

Nan Rosemary Ke, Jane X. Wang, Jovana Mitrovic, Martin Szummer, Danilo J. Rezende

CoRR, 2020

Towards Verified Robustness under Text Deletion Interventions.

Johannes Welbl, Po-Sen Huang, Robert Stanforth, Sven Gowal, Krishnamurthy (Dj) Dvijotham, Martin Szummer, Pushmeet Kohli

Proceedings of the 8th International Conference on Learning Representations, 2020

2014

Classemes: A Compact Image Descriptor for Efficient Novel-Class Recognition and Search.

Lorenzo Torresani, Martin Szummer, Andrew W. Fitzgibbon

Proceedings of the Registration and Recognition in Images and Videos, 2014

Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments.

Steve J. Young, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Eli Tzirkel-Hancock

Proceedings of the Situated Dialog in Speech-Based Human-Computer Interaction, 2014

Incremental on-line adaptation of POMDP-based dialogue managers to extended domains.

Milica Gasic, Dongho Kim, Pirros Tsiakoulis, Catherine Breslin, Matthew Henderson, Martin Szummer, Blaise Thomson, Steve J. Young

Proceedings of the 15th Annual Conference of the International Speech Communication Association, 2014

Dialogue context sensitive HMM-based speech synthesis.

Pirros Tsiakoulis, Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Steve J. Young

Proceedings of the IEEE International Conference on Acoustics, 2014

2013

POMDP-based dialogue manager adaptation to extended domains.

Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young

Proceedings of the SIGDIAL 2013 Conference, 2013

On-line policy optimisation of Bayesian spoken dialogue systems via human interaction.

Milica Gasic, Catherine Breslin, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young

Proceedings of the IEEE International Conference on Acoustics, 2013

Continuous asr for flexible incremental dialogue.

Catherine Breslin, Milica Gasic, Matthew Henderson, Dongho Kim, Martin Szummer, Blaise Thomson, Pirros Tsiakoulis, Steve J. Young

Proceedings of the IEEE International Conference on Acoustics, 2013

2011

LambdaMerge: merging the results of query reformulations.

Daniel Sheldon, Milad Shokouhi, Martin Szummer, Nick Craswell

Proceedings of the Forth International Conference on Web Search and Web Data Mining, 2011

Relevance feedback exploiting query-specific document manifolds.

Chang Wang, Emine Yilmaz, Martin Szummer

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

Semi-supervised learning to rank with preference regularization.

Martin Szummer, Emine Yilmaz

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

2010

Inferring query intent from reformulations and clicks.

Filip Radlinski, Martin Szummer, Nick Craswell

Proceedings of the 19th International Conference on World Wide Web, 2010

Metrics for assessing sets of subtopics.

Filip Radlinski, Martin Szummer, Nick Craswell

Proceedings of the Proceeding of the 33rd International ACM SIGIR Conference on Research and Development in Information Retrieval, 2010

Efficient Object Category Recognition Using Classemes.

Lorenzo Torresani, Martin Szummer, Andrew W. Fitzgibbon

Proceedings of the Computer Vision, 2010

2009

Learning query-dependent prefilters for scalable image retrieval.

Lorenzo Torresani, Martin Szummer, Andrew W. Fitzgibbon

Proceedings of the 2009 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2009), 2009

2008

Behavioral classification on the click graph.

Martin Szummer, Nick Craswell

Proceedings of the 17th International Conference on World Wide Web, 2008

Semi-supervised learning of compact document representations with deep networks.

Marc'Aurelio Ranzato, Martin Szummer

Proceedings of the Machine Learning, 2008

Learning CRFs Using Graph Cuts.

Martin Szummer, Pushmeet Kohli, Derek Hoiem

Proceedings of the Computer Vision, 2008

2007

Random walks on the click graph.

Nick Craswell, Martin Szummer

Proceedings of the SIGIR 2007: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2007

Optimizing Binary MRFs via Extended Roof Duality.

Carsten Rother, Vladimir Kolmogorov, Victor S. Lempitsky, Martin Szummer

Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2007), 2007

2005

Learning Diagram Parts with Hidden Random Fields.

Martin Szummer

Proceedings of the Eighth International Conference on Document Analysis and Recognition (ICDAR 2005), 29 August, 2005

Diagram Structure Recognition by Bayesian Conditional Random Fields.

Yuan (Alan) Qi, Martin Szummer, Thomas P. Minka

Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005

Bayesian Conditional Random Fields.

Yuan (Alan) Qi, Martin Szummer, Tom Minka

Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005

A Graphical Model for Simultaneous Partitioning and Labeling.

Philip J. Cowans, Martin Szummer

Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, 2005

2004

Contextual recognition of hand-drawn diagrams with conditional random fields.

Martin Szummer, Yuan (Alan) Qi

Proceedings of the Ninth International Workshop on Frontiers in Handwriting Recognition, 2004

Generative models and Bayesian model comparison for shape recognition.

Balaji Krishnapuram, Christopher M. Bishop, Martin Szummer

Proceedings of the Ninth International Workshop on Frontiers in Handwriting Recognition, 2004

Incorporating Context and User Feedback in Pen-Based Interfaces.

Martin Szummer, Phillip Cowans

Proceedings of the Making Pen-Based Interaction Intelligent and Natural, 2004

2003

Markov Random Walk Representations with Continuous Distributions.

Chen-Hsiang Yeang, Martin Szummer

Proceedings of the UAI '03, 2003

2002

Information Regularization with Partially Labeled Data.

Martin Szummer, Tommi S. Jaakkola

Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

2001

Partially labeled classification with Markov random walks.

Martin Szummer, Tommi S. Jaakkola

Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

2000

Kernel Expansions with Unlabeled Examples.

Martin Szummer, Tommi S. Jaakkola

Proceedings of the Advances in Neural Information Processing Systems 13, 2000

1998

Indoor-Outdoor Image Classification.

Martin Szummer, Rosalind W. Picard

Proceedings of the 1998 International Workshop on Content-Based Access of Image and Video Databases, 1998

Computer aided diagnosis of bone lesions in the facial skeleton.

Wolfgang Sörgel, Sabine Girod, Martin Szummer, Bernd Girod

Proceedings of the Bildverarbeitung für die Medizin: Algorithmen, 1998

1996

Temporal texture modeling.

Martin Szummer, Rosalind W. Picard

Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996

Modeling user subjectivity in image libraries.

Rosalind W. Picard, Thomas P. Minka, Martin Szummer

Proceedings of the Proceedings 1996 International Conference on Image Processing, 1996