AAAI

Scientific Discovery and the Cost of Measurement -- Balancing Information and Cost in Reinforcement Learning

Colin Bellinger, Andriy Drozdyuk, Mark Crowley, Isaac Tamblyn

Comments To appear in: 1st Annual AAAI Workshop on AI to Accelerate Science and Engineering (AI2ASE)

Zero-Shot Controlled Generation with Encoder-Decoder Transformers

Devamanyu Hazarika, Mahdi Namazifar, Dilek Hakkani-Tür

Comments Accepted at AAAI 2022

Mean-Variance Policy Iteration for Risk-Averse Reinforcement Learning

Shangtong Zhang, Bo Liu, Shimon Whiteson

Comments AAAI 2021

Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction

Zhanqiu Zhang, Jianyu Cai, Yongdong Zhang, Jie Wang

Comments Accepted to AAAI 2020

Fortunately, Discourse Markers Can Enhance Language Models for Sentiment Analysis

Liat Ein-Dor, Ilya Shnayderman, Artem Spector, Lena Dankin, Ranit Aharonov, Noam Slonim

Comments Published in AAAI 2022

Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation

Ziluo Ding, Rui Zhao, Jiyuan Zhang, Tianxiao Gao, Ruiqin Xiong, Zhaofei Yu, Tiejun Huang

Comments Accepted to AAAI 2022

BROS: A Pre-trained Language Model Focusing on Text and Layout for Better Key Information Extraction from Documents

Teakgyu Hong, Donghyun Kim, Mingi Ji, Wonseok Hwang, Daehyun Nam, Sungrae Park

Comments AAAI 2022 - Main Technical Track

DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning

Xianyuan Zhan, Haoran Xu, Yue Zhang, Xiangyu Zhu, Honglei Yin, Yu Zheng

Journal ref Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI2022)

Distinguishing Homophenes Using Multi-Head Visual-Audio Memory for Lip Reading

Minsu Kim, Jeong Hun Yeo, Yong Man Ro

Comments Published at AAAI 2022

Fusing task-oriented and open-domain dialogues in conversational agents

Tom Young, Frank Xing, Vlad Pandelea, Jinjie Ni, Erik Cambria

Journal ref Published at AAAI 2022

Explainable and Interpretable Diabetic Retinopathy Classification Based on Neural-Symbolic Learning

Se-In Jang, Michael J. A. Girard, Alexandre H. Thiery

Comments Published in AAAI-22 Workshop

BLUE at Memotion 2.0 2022: You have my Image, my Text and my Transformer

Ana-Maria Bucur, Adrian Cosma, Ioan-Bogdan Iordache

Comments De-Factify: Workshop on Multimodal Fact Checking and Hate Speech Detection, co-located with AAAI 2022

VaccinEU: COVID-19 vaccine conversations on Twitter in French, German and Italian

Marco Di Giovanni, Francesco Pierri, Christopher Torres-Lugo, Marco Brambilla

Comments 9 pages, 6 figures, 3 tables. Data can be fully accessed in a Dataverse (https://doi.org/10.7910/DVN/NZUMZG) and a GitHub repository (https://github.com/DataSciencePolimi/VaccinEU)

Journal ref Proc. Intl. AAAI Conf. on Web and Social Media (ICWSM), 2022

DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems

Martin Rapp, Ramin Khalili, Kilian Pfeiffer, Jörg Henkel

Comments published in AAAI Conference on Artificial Intelligence (AAAI'22)

Longitudinal Fairness with Censorship

Wenbin Zhang, Jeremy C. Weiss

Comments Accepted to AAAI 2022

Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data

Hamed Hemati, Marco Schreyer, Damian Borth

Comments AAAI 2022 Workshop on AI in Financial Services: Adaptiveness, Resilience & Governance

Optimization for Classical Machine Learning Problems on the GPU

Sören Laue, Mark Blacher, Joachim Giesen

Comments Appeared in AAAI 2022

Understanding Graph Convolutional Networks for Text Classification

Soyeon Caren Han, Zihan Yuan, Kunze Wang, Siqu Long, Josiah Poon

Comments AAAI 2022 on DLG

Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability using Tree Search and Graph Neural Networks

Kevin Osanlou, Jeremy Frank, Andrei Bursuc, Tristan Cazenave, Eric Jacopin, Christophe Guettier, J. Benton

Comments Thirty-Sixth AAAI Conference on Artificial Intelligence. This version includes the technical appendix. arXiv admin note: substantial text overlap with arXiv:2108.01068

Journal ref Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

The Harmony Index: a Utilitarian Metric for Measuring Effectiveness in Mixed-Skill Teams

Darryl Roman, Noah Ari, Johnathan Mell

Comments 6 pages. 5 figures. Appears in Proceedings of the AAAI SSS-22 Symposium `Closing the Assessment Loop: Communicating Proficiency and Intent in Human-Robot Teaming`

Recognising the importance of preference change: A call for a coordinated multidisciplinary research effort in the age of AI

Matija Franklin, Hal Ashton, Rebecca Gorman, Stuart Armstrong

Comments Accepted at the AAAI-22 Workshop on AI For Behavior Change held at the Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22), 7 pages, 1 figure

Journal ref The AAAI-22 Workshop on AI For Behavior Change (AI4BC 2022)

Unbiased Single-scale and Multi-scale Quantizers for Distributed Optimization

S Vineeth

Comments AAAI-22 Workshop on Information Theory for Deep Learning (IT4DL)

Emotional Conversation Generation with Heterogeneous Graph Neural Network

Yunlong Liang, Fandong Meng, Ying Zhang, Jinan Xu, Yufeng Chen, Jie Zhou

Comments Accepted at Artificial Intelligence as an extension of the AAAI conference version

Approval-Based Apportionment

Markus Brill, Paul Gölz, Dominik Peters, Ulrike Schmidt-Kraepelin, Kai Wilker

Comments 29 pages including appendix. Revised version of AAAI paper

Exploring Opportunities in Usable Hazard Analysis Processes for AI Engineering

Nikolas Martelaro, Carol J. Smith, Tamara Zilovic

Comments 8 pages, Presented at 2022 AAAI Spring Symposium Series Workshop on AI Engineering: Creating Scalable, Human-Centered and Robust AI Systems

End-to-End Transformer Based Model for Image Captioning

Yiyu Wang, Jungang Xu, Yingfei Sun

Comments AAAI 2022

Learning Parameterized Task Structure for Generalization to Unseen Entities

Anthony Z. Liu, Sungryull Sohn, Mahdi Qazwini, Honglak Lee

Comments Published in AAAI 2022

Manipulating Twitter Through Deletions

Christopher Torres-Lugo, Manita Pote, Alexander Nwala, Filippo Menczer

Journal ref Proc. Intl. AAAI Conf. on Web and Social Media (ICWSM), 2022

GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection

Wanwei He, Yinpei Dai, Yinhe Zheng, Yuchuan Wu, Zheng Cao, Dermot Liu, Peng Jiang, Min Yang, Fei Huang, Luo Si, Jian Sun, Yongbin Li

Comments 7 pages, 5 figures. Accepted by AAAI 2022

Generalizable Person Re-Identification via Self-Supervised Batch Norm Test-Time Adaption

Ke Han, Chenyang Si, Yan Huang, Liang Wang, Tieniu Tan

Comments accepted by AAAI 2022