Adobe Research » Publications

Publication date: April 25, 2022

Towards Preserving Server-Side Privacy of On-Device Models

The Web Conference

Akanksha Atrey, Ritwik Sinha, Somdeb Sarkhel, Saayan Mitra, David Arbour, Akash Maharaj, Prashant Shenoy

AI & Machine Learning
Data Intelligence
Systems & Languages

Publication date: April 25, 2022

CGC: Contrastive Graph Clustering forCommunity Detection and Tracking

ACM Web Conference (WebConf)

Namyong Park, Ryan A. Rossi, Eunyee Koh, Iftikhar Ahamath Burhanuddin, Sungchul Kim, Fan Du, Nesreen Ahmed, Christos Faloutsos

AI & Machine Learning
Data Intelligence

Publication date: April 24, 2022

Fiblets for Real-Time Rendering of Massive Brain Tractograms

EUROGRAPHICS 2022

Jérémie Schertzer, Corentin Mercier, Sylvain Rousseau, Tamy Boubekeur

Graphics (2D & 3D)

Publication date: April 15, 2022

Semantic Layout Manipulation with High-Resolution Sparse Attention

TPAMI 2022

Haitian Zheng, Zhe Lin, Jingwan (Cynthia) Lu, Scott Cohen, Jianming Zhang, Ning Xu, Jiebo Luo

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

Publication date: April 8, 2022

Enriching Unsupervised User Embedding via Medical Concepts

ACM CHIL 2022

Xiaolei Huang, Franck Dernoncourt, Mark Dredze

AI & Machine Learning
Natural Language Processing

Publication date: March 31, 2022

Sources of bias in artificial intelligence that perpetuate healthcare disparities – A global review

PLOS Digital Health

Leo Anthony Celi, Jacqueline Cellini, Marie-Laure Charpignon, Edward Christopher Dee, Franck Dernoncourt, Rene Eber, William Greig Mitchell, Lama Moukheiber, Julian Schirmer, Julia Situ, Joseph Paguio, Joel Park, Judy Gichoya Wawira, Seth Yao

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: March 31, 2022

Towards Individuated Reading Experiences: Different Fonts Increase Reading Speed for Different Individuals

ACM Transactions on Computer-Human Interaction (TOCHI)

Shaun Wallace, Zoya Bylinskii, Jonathan Dobres, Bernard Kerr, Sam Berlow, Rick Treitman, Nirmal Kumawat, Kathleen Arpin, Dave B Miller, Jeff Huang, Ben D Sawyer

Document Intelligence
Human Computer Interaction

Publication date: March 28, 2022

Almost Optimal Universal Lower Bound for Learning Causal DAGs with Atomic Interventions

International Conference on Artificial Intelligence and Statistics (AISTATS)

Vibhor Porwal, Piyush Srivastava, Gaurav Sinha

AI & Machine Learning
Data Intelligence

Publication date: March 28, 2022

One-pass algorithms for map inference of nonsymmetric determinantal point processes

International Conference on Machine Learning (ICML)

Aravind Reddy, Ryan A. Rossi, Zhao Song, Anup Rao, Tung Mai, Nedim Lipka, Gang Wu, Eunyee Koh, Nesreen Ahmed

AI & Machine Learning

Publication date: March 22, 2022

Larger visual changes compress time: The inverted effect of asemantic visual features on interval time perception

PloS one (Public Library of Science)

Sandra Malpica, Belen Masia, Laura Herman, Gordon Wetzstein, David M Eagleman, Diego Gutierrez, Zoya Bylinskii, Qi Sun

Graphics (2D & 3D)
Human Computer Interaction

Publication date: March 1, 2022

Leveraging Positional Information to Automatically Emphasize Key Portions of a Text

AAAI 2022 Workshop on Scientific Document Understanding

Sebastian Gehrmann, Franck Dernoncourt

AI & Machine Learning
Document Intelligence
Natural Language Processing

Publication date: February 28, 2022

CAISE: Conversational Agent for Image Search and Editing

AAAI 2022

Hyounghun Kim, Doo Soon Kim, David Seunghyun Yoon, Franck Dernoncourt, Trung Bui, Mohit Bansal

AI & Machine Learning
Intelligent Agents & Assistants
Natural Language Processing

Publication date: February 22, 2022

Constraint Sampling Reinforcement Learning: Incorporating Expertise For Faster Learning

Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22)

Tong Mu, Georgios Theocharous, David Arbour, Emma Brunskill

AI & Machine Learning

Publication date: February 22, 2022

Entailment Relation Aware Paraphrase Generation

36th AAAI Conference on Artificial Intelligence

Abhilasha Sancheti, Rachel Rudinger, Balaji Vasan Srinivasan

AI & Machine Learning
Content Intelligence
Natural Language Processing

Publication date: February 22, 2022

Conditional Generative Model based Predicate-Aware Query Approximation

AAAI Conference on Artificial Intelligence

Nikhil Sheoran, Subrata Mitra, Vibhor Porwal, Siddharth Ghetia, Jatin Varshney, Tung Mai, Anup Rao, Vikas Maddukuri

AI & Machine Learning
Data Intelligence
Systems & Languages

Publication date: February 15, 2022

On Generalizing Static Node Embedding to Dynamic Settings

ACM International Conference on Web Search and Data Mining

Di Jin, Sungchul Kim, Ryan A. Rossi, Danai Koutra

AI & Machine Learning

Publication date: February 7, 2022

Scheduling ML Training on Unreliable Spot Instances

Proceedings of the 14th IEEE/ACM International Conference on Utility and Cloud Computing Companion (UCC)

Sheng Yang, Samir Khuller, Sunav Choudhary, Subrata Mitra, Kanak Mahadik

AI & Machine Learning
Systems & Languages

Publication date: January 29, 2022

Efficient Decentralized Stochastic Gradient Descent Method for Nonconvex Finite-Sum Optimization Problems

AAAI Conference on Artificial Intelligence (AAAI)

Wenkang Zhan, Gang Wu, Hongchang Gao

AI & Machine Learning

Publication date: January 17, 2022

Backpropagation-Based Decoding for Multimodal Machine Translation

Frontiers in Artificial Intelligence

Ziyan Yang, Leticia Pinto-Alva, Franck Dernoncourt, Vicente Ordonez

AI & Machine Learning
Computer Vision, Imaging & Video
Natural Language Processing

Publication date: January 10, 2022

Generating and Controlling Diversity in Image Search

WACV

Mehrab Tanjim, Ritwik Sinha, Krishna Kumar Singh, Sridhar Mahadevan, David Arbour, Moumita Sinha, Garrison W Cottrell

AI & Machine Learning
Computer Vision, Imaging & Video

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