Publications

Publication date: December 1, 2015

Identifying Suggestions for Improvement of Product Features from Online Product Reviews

SocInfo

Harsh Jhamtani, Niyati Chhaya, D. Varshney, S. Karwa, D. Kedia, V. Gupta
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: December 1, 2015

Attribute2Image: Conditional Image Generation from Visual Attributes

arXiv preprint arXiv:1512.00570

Xinchen Yan, Jimei Yang, Kihyuk Sohn, Honglak Lee
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: December 1, 2015

Human Parsing with Contextualized Convolutional Neural Network

IEEE International Conference on Computer Vision (ICCV)

Xiaodan Liang, Chunyan Xu, Xiaohui Shen, Jianchao Yang, Si Liu, Jinhui Tang, Liang Lin, Shuicheng Yan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: December 1, 2015

Deep Human Parsing with Active Template Regression

IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI)

Xiaodan Liang, Si Liu, Xiaohui Shen, Jianchao Yang, Luoqi Liu, Jian Dong, Liang Lin, Shuicheng Yan
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: December 1, 2015

Bayesian Reinforcement Learning: A Survey

Foundations and Trends in Machine Learning, 8(5-6):359-483, 2015 (DOI: 10.1561/2200000049).

Mohammad Ghavamzadeh, Shie Mannor, Joelle Pineau, Aviv Tamar
  • Adobe Research icon AI & Machine Learning

Publication date: December 1, 2015

Policy Gradient for Coherent Risk Measures

Proceedings of the Twenty-Ninth Annual Conference on Advances in Neural Information Processing Systems (NIPS-2015), pp. 1468-1476, 2015.

Aviv Tamar, Yinlam Chow, Mohammad Ghavamzadeh, Shie Mannor
  • Adobe Research icon AI & Machine Learning

Publication date: November 23, 2015

Improved Classification and Reconstruction by Introducing Independence and Randomization in Deep Neural Networks

Digital Image Computing: Techniques and Applications (DICTA)

Gaurush Hiranandani, Harish Karnick
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: November 9, 2015

Procedural Modeling Using Autoencoder Networks

UIST 2015 - ACM User Interface Software and Technology Symposium

Mehmet Ersin Yumer, Paul Asente, Radomír Měch, Levent Burak Kara
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Graphics (2D & 3D)
  • Adobe Research icon Human Computer Interaction

Publication date: October 1, 2015

DeepFont: Identify Your Font from an Image

ACM International Conference on Multimedia (MM'15)

Zhangyang Wang, Jianchao Yang, Hailin Jin, Eli Shechtman, Aseem Agarwala, Jonathan Brandt, Thomas S. Huang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: October 1, 2015

DeepFont: A System for Font Recognition and Similarity

ACM International Conference on Multimedia (MM'15)

Zhangyang Wang, Jianchao Yang, Hailin Jin, Jonathan Brandt, Eli Shechtman, Aseem Agarwala, Zhaowen Wang, Yuyan Song, Joseph Hseih, Sarah Kong, Thomas Huang
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Computer Vision, Imaging & Video

Publication date: August 28, 2015

EnTwine: Feature Analysis and Candidate Selection for Social User Identity Aggregation

Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2015, Paris, France

Niyati Chhaya, Dhwanit Agarwal, Nikaash Puri, Paridhi Jain, Deepak Pai, Ponnurangam Kumaraguru
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: August 1, 2015

Approximate Modified Policy Iteration and its Application to the Game of Tetris

Journal of Machine Learning Research (JMLR), 16:1629-1676, 2015.

Bruno Scherrer, Mohammad Ghavamzadeh, Victor Gabillon, Boris Lesner, Matthieu Geist
  • Adobe Research icon AI & Machine Learning

Publication date: August 1, 2015

Finite-Sample Analysis of Proximal Gradient TD Algorithms

Proceedings of the Thirty-First Conference on Uncertainty in Artificial Intelligence (UAI-2015), pp. 504-513, Amsterdam, Netherlands, 2015.

Bo Liu, Ji Liu, Mohammad Ghavamzadeh, Sridhar Mahadevan, Marek Petrik
winner of the Facebook best student paper award
  • Adobe Research icon AI & Machine Learning

Publication date: August 1, 2015

Maximum Entropy Semi-Supervised Inverse Reinforcement Learning

Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence (IJCAI-2015), pp. 3315-3321, Buenos Aires, Argentina, 2015.

Julien Audiffren, Michal Valko, Alessandro Lazaric, Mohammad Ghavamzadeh
  • Adobe Research icon AI & Machine Learning

Publication date: July 25, 2015

Towards addressing the winograd schema challenge: building and using a semantic parser and a knowledge hunting module

In Proceedings of the 24th International Joint Conference on Artificial Intelligence

Arpit Sharma, Nguyen Vo Ha, Somak Aditya, Chitta Baral
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Natural Language Processing

Publication date: July 15, 2015

Semantic Shape Editing Using Deformation Handles

SIGGRAPH

Ersin Yumer, Siddhartha Chaudhuri, Jessica Hodgins, Levent Burak Kara
  • Adobe Research icon AI & Machine Learning
  • Adobe Research icon Graphics (2D & 3D)
  • Adobe Research icon Human Computer Interaction

Publication date: July 15, 2015

Efficient training set use for blood pressure prediction in a large scale learning classifier system

Genetic and Evolutionary Computation Conference (GECCO) 2015

Erik Hemberg, Kalyan Veeramachaneni, Franck Dernoncourt, Mark Wagy, Una-May O'Reilly
  • Adobe Research icon AI & Machine Learning

Publication date: July 15, 2015

Imprecise selection and fitness approximation in a large-scale evolutionary rule based system for blood pressure prediction

Genetic and Evolutionary Computation Conference (GECCO) 2015

Erik Hemberg, Kalyan Veeramachaneni, Franck Dernoncourt, Mark Wagy, Una-May O'Reilly
  • Adobe Research icon AI & Machine Learning

Publication date: July 1, 2015

Personalized Ad Recommendation Systems for Life-Time Value Optimization with Guarantees.

International Joint Conference on Artificial Intelligence (IJCAI) 2015.

Georgios Theocharous, P. Thomas, Mohammad Ghavamzadeh
  • Adobe Research icon AI & Machine Learning

Publication date: June 25, 2015

Gaussian Process-based Feature Selection for Wavelet Parameters: Predicting Acute Hypotensive Episodes from Physiological Signals

IEEE 28th International Symposium on Computer-Based Medical Systems

Franck Dernoncourt, Kalyan Veeramachaneni, Una-May O’Reilly
  • Adobe Research icon AI & Machine Learning
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