AAAI

Cross-Domain Grouping and Alignment for Domain Adaptive Semantic Segmentation

Minsu Kim, Sunghun Joung, Seungryong Kim, JungIn Park, Ig-Jae Kim, Kwanghoon Sohn

Comments AAAI 2021

Learning Graphons via Structured Gromov-Wasserstein Barycenters

Hongteng Xu, Dixin Luo, Lawrence Carin, Hongyuan Zha

Journal ref AAAI 2021

Classification by Attention: Scene Graph Classification with Prior Knowledge

Sahand Sharifzadeh, Sina Moayed Baharlou, Volker Tresp

Comments Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-2021)

Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging

He Sun, Katherine L. Bouman

Comments This paper has been accepted to AAAI 2021. Keywords: Computational Imaging, Normalizing Flow, Uncertainty Quantification, Interferometry, MRI

Model-sharing Games: Analyzing Federated Learning Under Voluntary Participation

Kate Donahue, Jon Kleinberg

Comments Accepted at AAAI 2021. Supplemental code at https://github.com/kpdonahue/model_sharing_games

Visual Pivoting for (Unsupervised) Entity Alignment

Fangyu Liu, Muhao Chen, Dan Roth, Nigel Collier

Comments To appear at AAAI-2021

Deep Contextual Clinical Prediction with Reverse Distillation

Rohan S. Kodialam, Rebecca Boiarsky, Justin Lim, Neil Dixit, Aditya Sai, David Sontag

Comments To appear in AAAI 2021

Weakly-supervised Temporal Action Localization by Uncertainty Modeling

Pilhyeon Lee, Jinglu Wang, Yan Lu, Hyeran Byun

Comments Accepted by the 35th AAAI Conference on Artificial Intelligence (AAAI 2021)

DramaQA: Character-Centered Video Story Understanding with Hierarchical QA

Seongho Choi, Kyoung-Woon On, Yu-Jung Heo, Ahjeong Seo, Youwon Jang, Minsu Lee, Byoung-Tak Zhang

Comments 15 pages, 11 figures, accepted to AAAI 2021

CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks

Qihang Yu, Yingwei Li, Jieru Mei, Yuyin Zhou, Alan L. Yuille

Comments AAAI 2021

Adversarial Language Games for Advanced Natural Language Intelligence

Yuan Yao, Haoxi Zhong, Zhengyan Zhang, Xu Han, Xiaozhi Wang, Chaojun Xiao, Guoyang Zeng, Zhiyuan Liu, Maosong Sun

Comments Accepted by AAAI 2021

Learning to Recommend from Sparse Data via Generative User Feedback

Wenlin Wang, Hongteng Xu, Ruiyi Zhang, Wenqi Wang, Piyush Rai, Lawrence Carin

Comments To appear in AAAI-2021

Scalable Probabilistic Matrix Factorization with Graph-Based Priors

Jonathan Strahl, Jaakko Peltonen, Hiroshi Mamitsuka, Samuel Kaski

Comments Under review

Journal ref AAAI 2020

LIREx: Augmenting Language Inference with Relevant Explanation

Xinyan Zhao, V. G. Vinod Vydiswaran

Comments Accepted at AAAI 2021

Incentivizing Truthfulness Through Audits in Strategic Classification

Andrew Estornell, Sanmay Das, Yevgeniy Vorobeychik

Comments To be published in AAAI 2021

I3DOL: Incremental 3D Object Learning without Catastrophic Forgetting

Jiahua Dong, Yang Cong, Gan Sun, Bingtao Ma, Lichen Wang

Comments Accepted by Association for the Advancement of Artificial Intelligence 2021 (AAAI 2021)

Sketch Generation with Drawing Process Guided by Vector Flow and Grayscale

Zhengyan Tong, Xuanhong Chen, Bingbing Ni, Xiaohang Wang

Comments This paper has been accepted for presentation at the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21)

Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference

Yichao Zhou, Yu Yan, Rujun Han, J. Harry Caufield, Kai-Wei Chang, Yizhou Sun, Peipei Ping, Wei Wang

Comments 10 pages, 4 figures, 7 tables, accepted by AAAI 2021

Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks

Xiangyu Chang, Yingcong Li, Samet Oymak, Christos Thrampoulidis

Comments to appear at AAAI 2021

DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition

Weizhou Shen, Junqing Chen, Xiaojun Quan, Zhixian Xie

Comments Accepted by AAAI 2021 main conference

Learning Prediction Intervals for Model Performance

Benjamin Elder, Matthew Arnold, Anupama Murthi, Jiri Navratil

Comments 7+6 pages, 5 figures, AAAI 2021

Exploring Transfer Learning For End-to-End Spoken Language Understanding

Subendhu Rongali, Beiye Liu, Liwei Cai, Konstantine Arkoudas, Chengwei Su, Wael Hamza

Comments AAAI 2021

Few-shot Font Generation with Localized Style Representations and Factorization

Song Park, Sanghyuk Chun, Junbum Cha, Bado Lee, Hyunjung Shim

Comments Accepted at AAAI 2021, 12 pages, 11 figures, the first two authors contributed equally

Do Response Selection Models Really Know What's Next? Utterance Manipulation Strategies for Multi-turn Response Selection

Taesun Whang, Dongyub Lee, Dongsuk Oh, Chanhee Lee, Kijong Han, Dong-hun Lee, Saebyeok Lee

Comments Accepted to AAAI 2021

Inverse Reinforcement Learning with Natural Language Goals

Li Zhou, Kevin Small

Comments To appear in Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI 2021)

Adversarial Training with Fast Gradient Projection Method against Synonym Substitution based Text Attacks

Xiaosen Wang, Yichen Yang, Yihe Deng, Kun He

Comments Accepted by AAAI 2021, code is available at https://github.com/JHL-HUST/FGPM

Deep Bayesian Quadrature Policy Optimization

Akella Ravi Tej, Kamyar Azizzadenesheli, Mohammad Ghavamzadeh, Anima Anandkumar, Yisong Yue

Comments Conference paper: AAAI-21. Code available at https://github.com/Akella17/Deep-Bayesian-Quadrature-Policy-Optimization

Fair Influence Maximization: A Welfare Optimization Approach

Aida Rahmattalabi, Shahin Jabbari, Himabindu Lakkaraju, Phebe Vayanos, Max Izenberg, Ryan Brown, Eric Rice, Milind Tambe

Comments The short version of this paper appears in the proceedings of AAAI-21

Segatron: Segment-Aware Transformer for Language Modeling and Understanding

He Bai, Peng Shi, Jimmy Lin, Yuqing Xie, Luchen Tan, Kun Xiong, Wen Gao, Ming Li

Comments Accepted by AAAI 2021

Faster Depth-Adaptive Transformers

Yijin Liu, Fandong Meng, Jie Zhou, Yufeng Chen, Jinan Xu

Comments AAAI-2021. Code will appear at: https://github.com/Adaxry/Adaptive-Transformer