AAAI

Procedural Text Understanding via Scene-Wise Evolution

Jialong Tang, Hongyu Lin, Meng Liao, Yaojie Lu, Xianpei Han, Le Sun, Weijian Xie, Jin Xu

Comments 9 pages, 2 figures

Journal ref AAAI 2022

VAST: The Valence-Assessing Semantics Test for Contextualizing Language Models

Robert Wolfe, Aylin Caliskan

Comments To be published in AAAI 2022

L2Explorer: A Lifelong Reinforcement Learning Assessment Environment

Erik C. Johnson, Eric Q. Nguyen, Blake Schreurs, Chigozie S. Ewulum, Chace Ashcraft, Neil M. Fendley, Megan M. Baker, Alexander New, Gautam K. Vallabha

Comments 10 Pages submitted to AAAI AI for Open Worlds Symposium 2022

Policy Learning for Robust Markov Decision Process with a Mismatched Generative Model

Jialian Li, Tongzheng Ren, Dong Yan, Hang Su, Jun Zhu

Comments AAAI 2022

Max-Min Grouped Bandits

Zhenlin Wang, Jonathan Scarlett

Comments AAAI 2022 paper + technical appendix (supplementary material), single-column format

Same State, Different Task: Continual Reinforcement Learning without Interference

Samuel Kessler, Jack Parker-Holder, Philip Ball, Stefan Zohren, Stephen J. Roberts

Comments Accepted as an oral at AAAI 2022. 17 pages and 12 figures

Texture Generation Using Dual-Domain Feature Flow with Multi-View Hallucinations

Seunggyu Chang, Jungchan Cho, Songhwai Oh

Comments Accepted to AAAI 2022

Wasserstein Adversarial Transformer for Cloud Workload Prediction

Shivani Arbat, Vinodh Kumaran Jayakumar, Jaewoo Lee, Wei Wang, In Kee Kim

Comments The Thirty-Fourth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-22) (presented at AAAI-2022)

Deepfake Network Architecture Attribution

Tianyun Yang, Ziyao Huang, Juan Cao, Lei Li, Xirong Li

Comments Accepted to AAAI'22

IGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control

Xiaoyan Cao, Yao Yao, Lanqing Li, Wanpeng Zhang, Zhicheng An, Zhong Zhang, Li Xiao, Shihui Guo, Xiaoyu Cao, Meihong Wu, Dijun Luo

Comments 9 pages, 5 figures, 2 tables, accepted by AAAI 2022

Qubit Routing using Graph Neural Network aided Monte Carlo Tree Search

Animesh Sinha, Utkarsh Azad, Harjinder Singh

Comments 10 pages, 7 figures; Accepted in 36th AAAI Conference on Artificial Intelligence 2022

Novelty Controlled Paraphrase Generation with Retrieval Augmented Conditional Prompt Tuning

Jishnu Ray Chowdhury, Yong Zhuang, Shuyi Wang

Comments Accepted by AAAI 2022 (Oral)

Label-efficient Hybrid-supervised Learning for Medical Image Segmentation

Junwen Pan, Qi Bi, Yanzhan Yang, Pengfei Zhu, Cheng Bian

Comments Accepted to AAAI 2022

Molecular Contrastive Learning with Chemical Element Knowledge Graph

Yin Fang, Qiang Zhang, Haihong Yang, Xiang Zhuang, Shumin Deng, Wen Zhang, Ming Qin, Zhuo Chen, Xiaohui Fan, Huajun Chen

Comments Accepted in AAAI 2022 Main track

'Beach' to 'Bitch': Inadvertent Unsafe Transcription of Kids' Content on YouTube

Krithika Ramesh, Ashiqur R. KhudaBukhsh, Sumeet Kumar

Comments This paper got accepted at AAAI 2022, AI for Social Impact track

Deep Generative Models for Geometric Design Under Uncertainty

Wei Wayne Chen, Doksoo Lee, Wei Chen

Comments AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM)

TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs

Yushan Liu, Yunpu Ma, Marcel Hildebrandt, Mitchell Joblin, Volker Tresp

Comments Accepted at AAAI 2022 (36th AAAI Conference on Artificial Intelligence)

Active Learning for Domain Adaptation: An Energy-Based Approach

Binhui Xie, Longhui Yuan, Shuang Li, Chi Harold Liu, Xinjing Cheng, Guoren Wang

Comments Camera ready for AAAI 2022. Code is available at https://github.com/BIT-DA/EADA

SCTN: Sparse Convolution-Transformer Network for Scene Flow Estimation

Bing Li, Cheng Zheng, Silvio Giancola, Bernard Ghanem

Comments Accepted to the 36th AAAI Conference on Artificial Intelligence (AAAI 2022)

PRISM: A Rich Class of Parameterized Submodular Information Measures for Guided Subset Selection

Suraj Kothawade, Vishal Kaushal, Ganesh Ramakrishnan, Jeff Bilmes, Rishabh Iyer

Comments To Appear In 36th AAAI Conference on Artificial Intelligence, AAAI 2022

Defending Graph Convolutional Networks against Dynamic Graph Perturbations via Bayesian Self-supervision

Jun Zhuang, Mohammad Al Hasan

Comments The paper is accepted by AAAI 2022

Enhancing Column Generation by a Machine-Learning-Based Pricing Heuristic for Graph Coloring

Yunzhuang Shen, Yuan Sun, Xiaodong Li, Andrew Eberhard, Andreas Ernst

Comments Machine learning for column generation and branch-and-price; accepted to AAAI 2022

Contrastive Quantization with Code Memory for Unsupervised Image Retrieval

Jinpeng Wang, Ziyun Zeng, Bin Chen, Tao Dai, Shu-Tao Xia

Comments Accepted for AAAI'22 (Oral). 9 pages, 4 figures, 3 tables

Leashing the Inner Demons: Self-Detoxification for Language Models

Canwen Xu, Zexue He, Zhankui He, Julian McAuley

Comments AAAI 2022

Recursive Reasoning Graph for Multi-Agent Reinforcement Learning

Xiaobai Ma, David Isele, Jayesh K. Gupta, Kikuo Fujimura, Mykel J. Kochenderfer

Comments AAAI 2022

Cosine Model Watermarking Against Ensemble Distillation

Laurent Charette, Lingyang Chu, Yizhou Chen, Jian Pei, Lanjun Wang, Yong Zhang

Comments Accepted by AAAI 2022 (see https://aaai-2022.virtualchair.net/poster_aaai3921 ) | A python notebook of the case study can be found at https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=2d937a91-1692-4f88-94ca-82e1ae8d4d79

VGAER: Graph Neural Network Reconstruction based Community Detection

Chenyang Qiu, Zhaoci Huang, Wenzhe Xu, Huijia Li

Comments Accepted by AAAI-22: DLG-AAAI'22 (https://deep-learning-graphs.bitbucket.io/dlg-aaai22/publications.html)

Towards Fine-Grained Reasoning for Fake News Detection

Yiqiao Jin, Xiting Wang, Ruichao Yang, Yizhou Sun, Wei Wang, Hao Liao, Xing Xie

Comments Published as a conference paper at AAAI 2022

On the Impact of Spurious Correlation for Out-of-distribution Detection

Yifei Ming, Hang Yin, Yixuan Li

Journal ref AAAI 2022

On the Fairness of Causal Algorithmic Recourse

Julius von Kügelgen, Amir-Hossein Karimi, Umang Bhatt, Isabel Valera, Adrian Weller, Bernhard Schölkopf

Comments AAAI 2022 extended camera-ready version with technical appendices. (9 pages main paper + references + appendices)