Adobe Research » Publications

Publication date: July 1, 2016

Bayesian Policy Gradient and Actor-Critic Algorithms

Journal of Machine Learning Research (JMLR), 17(66):1-53, 2016

Mohammad Ghavamzadeh, Yaakov Engel, Michal Valko

AI & Machine Learning

Publication date: July 1, 2016

Analysis of Classification-based Policy Iteration Algorithms

Journal of Machine Learning Research (JMLR), 17(19):1-30, 2016.

Alessandro Lazaric, Mohammad Ghavamzadeh, Remi Munos

AI & Machine Learning

Publication date: July 1, 2016

Proximal Gradient Temporal Difference Learning Algorithms

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI-2016), New York City, NY, 2016.

Bo Liu, Ji Liu, Mohammad Ghavamzadeh, Sridhar Mahadevan, Marek Petrik

AI & Machine Learning

Publication date: June 27, 2016

Composition-preserving Deep Photo Aesthetics Assessment

Computer Vision and Pattern Recognition (2016)

Long Mai, Hailin Jin, Feng Liu

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Semantic Object Parsing with Local-Global Long Short-Term Memory

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Xiaodan Liang, Xiaohui Shen, Donglai Xiang, Jiashi Feng, Liang Lin, Shuicheng Yan

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Reversible Recursive Instance-level Object Segmentation

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Zequn Jie, Jiashi Feng, Liang Lin, Shuicheng Yan

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

A Multi-Level Contextual Model For Person Recognition in Photo Albums

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Haoxiang Li, Jonathan Brandt, Zhe Lin, Xiaohui Shen, Gang Hua

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 26, 2016

Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search

IEEE Conference on Computer Vision and Pattern Recognition (CVPR)

Jae-Pil Heo, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Sung-Eui Yoon

AI & Machine Learning
Computer Vision, Imaging & Video

Publication date: June 25, 2016

Cascading Bandits for Large-Scale Recommendation Problems

32nd Conference on Uncertainty in Artificial Intelligence

Shi Zong, Hao Ni, Kenny Sung, Nan Rosemary Ke, Zheng Wen, Branislav Kveton

AI & Machine Learning

Publication date: June 19, 2016

DCM Bandits: Learning to Rank with Multiple Clicks

33rd International Conference on Machine Learning

Sumeet Katariya, Branislav Kveton, Csaba Szepesvari, Zheng Wen

AI & Machine Learning

Publication date: June 19, 2016

Tensor decomposition via joint matrix Schur decomposition

33rd International Conference on Machine Learning (ICML)

Nicolo Colombo, Nikos Vlassis

AI & Machine Learning
Data Intelligence

Publication date: June 15, 2016

Sequential Short-Text Classification with Recurrent and Convolutional Neural Networks

NAACL 2016

Ji Young Lee, Franck Dernoncourt

AI & Machine Learning
Natural Language Processing

Publication date: June 1, 2016

Optimally Robust Policy Improvement with Baseline Guarantees

Workshop on “Reliable Machine Learning in the Wild”, Thirty-Third International Conference on Machine Learning (ICML- 2016), New York City, NY, June 2016.

Marek Petrik, Yinlam Chow, Mohammad Ghavamzadeh

AI & Machine Learning

Publication date: May 1, 2016

Patternista: Learning Compatible Elements and Composition for Plate Decoration

International Symposium on Non-Photorealistic Animation and Rendering (NPAR)

Quoc Huy Phan, Paul Asente, Jingwan (Cynthia) Lu, Hongbo Fu, Antoni Chan

AI & Machine Learning
Computer Vision, Imaging & Video
Graphics (2D & 3D)

Publication date: March 13, 2016

Smart filters for social retrieval

ACM IKDD Conference on Data Science

Balaji Vasan Srinivasan, Tanya Goyal, Nikhil Nainani, Kartik Sreenivasan

AI & Machine Learning
Content Intelligence
Natural Language Processing

Publication date: March 8, 2016

Environment Specific Content Rendering & Transformation

ACM Intelligent User Interfaces (Poster)

Balaji Vasan Srinivasan, Tanya Goyal, S. Singh, V. Syal, V. Sharma

AI & Machine Learning
Content Intelligence
Human Computer Interaction

Publication date: January 13, 2016

Spoken Language Understanding for DSTC 4

The 7th International Workshop on Spoken Dialogue Systems (IWSDS 2016), Finland

Franck Dernoncourt, J. Lee, Trung Bui, H. Bui

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: January 1, 2016

Robust Dialog State Tracking for Large Ontologies

International Workshop on Spoken Dialog Systems 2016, Finland

Franck Dernoncourt, J. Lee, Trung Bui, H. Bui

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: December 9, 2015

Banzhaf Index for Influence Maximization

The 7th International Conference on Social Informatics

Balaji Vasan Srinivasan, A. Sai Kumar

AI & Machine Learning
Content Intelligence

Publication date: December 7, 2015

Weakly-supervised Disentangling with Recurrent Transformations for 3D View Synthesis

In Advances in Neural Information Processing Systems (NIPS) 2015

Jimei Yang, Scott Reed, Ming-Hsuan Yang, Honglak Lee

AI & Machine Learning
Computer Vision, Imaging & Video

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