This week the 2022 AAAI Conference on Artificial Intelligence (AAAI-22) will be held virtually from February 22 to March 1, 2022. AAAI is one of the top research conferences on machine learning. In recent years, deep learning approaches have made a significant impact at this conference.
Adobe has co-authored a total of 12 papers at the AAAI 2022 conference, 1 paper at the EAAI 2022 conference, and 10 papers at two AAAI 2022 workshops. The research topics range from computer vision, machine learning, natural language processing, and many more. The EAAI 2022 is a related conference under the umbrella of AAAI 2022, called the Symposium on Educational Advances in Artificial Intelligence, to be held February 26-27, during the AAAI 2022 conference period.
Adobe Research will co-organize two workshops at AAAI 2022: Scientific Document Understanding (SDU) and Video Transcript Understanding, which received 30 paper submissions. Adobe Research also organized two shared tasks: Acronym Identification and Acronym Disambiguation, which attracted 21 participating teams. The results of shared tasks will be presented during the conference.
Many of the accepted papers are the result of student internships or other collaborations with university students and faculty. Check out the Adobe Research Careers website to learn more about internships and full-time career opportunities.
AAAI 2022 conference – Adobe co-authored papers
Main conference papers
CAISE: Conversational Agent for Image Search and Editing Hyounghun Kim, Doo Soon Kim, Seunghyun Yoon, Franck Dernoncourt, Trung Bui, Mohit Bansal Conditional Generative Model based Predicate-Aware Query Approximation Nikhil Sheoran, Subrata Mitra, Vibhor Porwal, Siddharth Ghetia, Jatin Varshney, Tung Mai, Anup Rao, Vikas Maddukuri Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning Tong Mu, Georgios Theocharous, David Arbour, Emma Brunskill DiPS: Differentiable Policy for Sketching in Recommender Systems Aritra Ghosh, Saayan Mitra, Andrew Lan Efficient Decentralized Stochastic Gradient Descent Method for Nonconvex Finite-sum Optimization Problems Wenkang Zhan, Gang Wu, Hongchang Gao Entailment Relation Aware Paraphrase Generation Abhilasha Sancheti, Rachel Rudinger, Balaji Vasan Srinivasan Fast Graph Neural Tangent Kernel via Kronecker Sketching Shunhua Jiang, Yunze Man, Zhao Song, Zheng Yu, Danyang Zhuo Hierarchical Image Generation via Transformer-based Sequential Patch Selection Xiaogang Wang, Ning Xu Information-Theoretic Bias Reduction from the Causal View of Spurious Correlation Seonguk Seo, Joon-Young Lee, Bohyung Han Interactive Image Generation with Natural-Language Feedback Yufan Zhou, Ruiyi Zhang, Jiuxiang Gu, Chris Tensmeyer, Tong Yu, Changyou Chen, Jinhui Xu, Tong Sun MINIMAL: Mining Models for Universal Adversarial Triggers Yaman Kumar Singla, Swapnil B Parekh, Somesh Kumar Singh, Changyou Chen, Balaji Krishnamurthy, Rajiv Ratn Shah XDC: Adversarial Adaptive Cross Domain Face Clustering Saed Rezayi, Handong Zhao, Sheng Li
EAAI 2022 paper
Using Sampling to Estimate and Improve Performance of Automated Scoring Systems with Guarantees Yaman Kumar Singla, Sriram Krishna, Rajiv Ratn Shah, Changyou Chen
Workshop papers
Leveraging Positional Information to Automatically Emphasize Key Portions of a Text Sebastian Gehrmann, Franck Dernoncourt Presented at the Scientific Document Understanding Workshop A Framework for Automated Summarization Benchmarking Steven Layne, Sebastian Gehrmann, Trung Bui, Walter Chang, Franck Dernoncourt Presented at the Scientific Document Understanding Workshop Acronym Extraction and Acronym Disambiguation Shared Tasks at the Scientific Document Understanding Workshop 2022 Amir Pouran Ben Veyseh, Nicole Meister, Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen Presented at the Scientific Document Understanding Workshop AI Previews: A Web-based System for Summarization of Livestreams Tim Ganter, Sajad Sotudeh, Franck Dernoncourt Presented at the Video Transcript Understanding Workshop SEGMENTANNO: An annotation tool for text segmentation Viet Dac Lai, Amir Pouran Ben Veyseh. Franck Dernoncourt, Thien Huu Nguyen Presented at the Video Transcript Understanding Workshop Benchmarking Punctuation Restoration APIs Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen Presented at the Video Transcript Understanding Workshop SmartCaptions: A fast, light-weight system for subtitle segmentation Viet Dac Lai, Amir Pouran Ben Veyseh. Franck Dernoncourt, Thien Huu Nguyen Presented at the Video Transcript Understanding Workshop Tutorial Recommendation for Livestream Videos using Discourse-Level Consistency and Ontology-Based Filtering Viet Dac Lai, Amir Pouran Ben Veyseh. Franck Dernoncourt, Thien Huu Nguyen Presented at the Video Transcript Understanding Workshop Evaluating Brand Message Adoption via Physician Audio Surveys Franck Dernoncourt, Zhenya Antic, Vadzim Basinski, Maksim Lepiasevich, Adrian Sansone, Liubou Lebedeva Presented at the Video Transcript Understanding Workshop Improving Keyphrase Extraction with Data Augmentation and Information Filtering Amir Pouran Ben Veyseh, Quan Hung Tran, Seunghyun Yoon, Varun Manjunatha, Hanieh Deilamsalehy, Rajiv Jain, Trung Bui, Walter Chang, Franck Dernoncourt, Thien Huu Nguyen Presented at the Video Transcript Understanding Workshop
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