AAAI 2022 event header: abstract spherical graphic

February 22, 2022 – March 1, 2022

Microsoft at AAAI 2022

Pacific Standard Time (UTC -8)

Location: Virtual

All times are in PST (UTC -8)

09:00 – 12:00 Tutorial

Neuro-Symbolic Methods for Language and Vision

Hamid Palangi, Antoine Bosselut, Pradeep Dasigi
14:00 – 18:00 Tutorial

Pre-Trained Language Representations for Text Mining

Yu Meng, Jiaxin Huang (2021 PhD Fellow), Yu Zhang, Jiawei Han

08:45 – 10:30 Poster session

Poster Session 1

Poster Session 2: February 26
Related Publications
- Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency
  
  Mingfei Sun, Sam Devlin, Katja Hofmann, Shimon Whiteson
- Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation
  
  Xiang Li, Jinglu Wang, Xiao Li, Yan Lu
16:45 – 18:30 Poster session

Poster Session 1

See alternate sessions on February 27 and 28
Related Publications
- Adaptive Logit Adjustment Loss for Long-Tailed Visual Recognition
  
  Yan Zhao, Weicong Chen, Xu Tan, Kai Huang, Jihong Zhu
- DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation
  
  Wendi Li, Xiao Yang, Weiqing Liu, Yingce Xia, Jiang Bian
- Improving Biomedical Information Retrieval with Neural Retrievers
  
  Man Luo, Arindam Mitra, Tejas Gokhale, Chitta Baral
- JAKET: Joint Pre-training of Knowledge Graph and Language Understanding
  
  Donghan Yu, Chenguang Zhu, Yiming Yang, Michael Zeng
- Sequence Level Contrastive Learning for Text Summarization
  
  Shusheng Xu, Xingxing Zhang, Yi Wu, Furu Wei
- Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
  
  Chuanxin Tang, Yucheng Zhao, Guangting Wang, Chong Luo, Wenxuan Xie, Wenjun Zeng
- When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism
  
  Guangting Wang, Yucheng Zhao, Chuanxin Tang, Chong Luo, Wenjun Zeng
18:30 – 19:45 Talk session

Out of Distribution Data Detection Using Dropout Bayesian Neural Network

Poster Session 2: February 28

00:45 – 02:30 Poster session

Poster Session 1

See alternate sessions on February 26 and 27
Related Publications
- FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition
  
  Chih-Ting Liu, Chien-Yi Wang, Shao-Yi Chien, Shang-Hong Lai
- Memory-Guided Semantic Learning Network for Temporal Sentence Grounding
  
  Daizong Liu, Xiaoye Qu, Xing Di , Yu Cheng, Zichuan Xu, Pan Zhou
- RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling
  
  Yizhe Zhang, Siqi Sun, Xiang Gao, Yuwei Fang, Chris Brockett, Michel Galley, Jianfeng Gao, Bill Dolan
- Unsupervised Temporal Video Grounding with Deep Semantic Clustering
  
  Daizong Liu, Xiaoye Qu, Yinzhen Wang, Xing Di , Kai Zou, Yu Cheng, Zichuan Xu, Pan Zhou
- ValueNet: A New Dataset for Human Value Driven Dialogue System
  
  Liang Qiu, Yizhou Zhao, Jinchao Li, Pan Lu, Baolin Peng, Jianfeng Gao, Song-Chun Zhu
09:00 – 10:45 Poster session

Poster Session 1

See alternate sessions on February 26 and 27
Related Publications
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
- OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning
  
  Sheng Liu, Kevin Lin, Lijuan Wang, Junsong Yuan, Zicheng Liu
- Playing Lottery Tickets with Vision and Language
  
  Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu
16:45 – 18:30 Poster session

Poster Session 1

See alternate sessions on February 27 and 28
Related Publications
- An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA
  
  Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang
- DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization
  
  Ming Zhong, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng
- Efficient Robust Training via Backward Smoothing
  
  Jinghui Chen, Yu Cheng, Zhe Gan, Quanquan Gu, Jingjing Liu
- From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension
  
  Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)
- Invariant Information Bottleneck for Domain Generalization
  
  Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J Reed, Dongsheng Li, Kurt Keutzer, Han Zhao
- Neural Piecewise-Constant Delay Differential Equations
  
  Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin
- On Optimizing Interventions in Shared Autonomy
  
  Weihao Tan, David Koleczek, Siddhant S Pradhan, H M Sajjad Hossain, Yash Chandak, Nicholas A Perello, Soundararajan Srinivasan, Vivek Chettiar, Vishal Rohra, Aaslesha Rajaram
- TS2Vec: Towards Universal Representation of Time Series
  
  Zhihan Yue, Yujing Wang, Juanyong Duan, Tianmeng Yang, Congrui Huang, Yunhai Tong, Bixiong Xu
18:30 – 19:45 Talk session

TS2Vec: Towards Universal Representation of Time Series

Poster Session 2: February 28
Related Publications
- TS2Vec: Towards Universal Representation of Time Series
  
  Zhihan Yue, Yujing Wang, Juanyong Duan, Tianmeng Yang, Congrui Huang, Yunhai Tong, Bixiong Xu

00:45 – 02:30 Poster session

Poster Session 1

See alternate sessions on February 27
Related Publications
- Better Parameter-free Stochastic Optimization with ODE Updates for Coin-Betting
  
  Keyi Chen, John Langford, Francesca Orabona
- Graph Pointer Neural Networks
  
  Tianmeng Yang, Yujing Wang, Zhihan Yue, Yaming Yang, Yunhai Tong, Jing Bai
- Investigations of Performance and Bias in Human-AI Teamwork in Hiring
  
  Andi Peng, Besmira Nushi, Emre Kiciman, Kori Inkpen, Ece Kamar
- Online Influence Maximization under the Independent Cascade Model with Node-Level Feedback
  
  Zhijie Zhang, Wei Chen, Xiaoming Sun, Jialin Zhang
- Reliable Propagation-Correction Modulation for Video Object Segmentation
  
  Xiaohao Xu, Jinglu Wang, Xiao Li, Yan Lu
- Towards Building ASR Systems for the Next Billion Users
  
  Tahir Javed, Sumanth Doddapaneni, Abhigyan Raman, Kaushal S Bhogale, Gowtham Ramesh, Anoop Kunchukuttan, Pratyush Kumar, Mitesh M. Khapra
- Towards Fine-Grained Reasoning for Fake News Detection
  
  Yiqiao Jin, Xiting Wang, Ruichao Yang, Yizhou Sun, Wei Wang, Hao Liao, Xing Xie
- XLM-K: Improving Cross-Lingual Language Model Pre-Training with Multilingual Knowledge
  
  Xiaoze Jiang, Yaobo Liang, Weizhu Chen, Nan Duan
02:30 – 03:45 Talk session

Graph Pointer Neural Networks

Poster Session 2: February 27
Related Publications
- Graph Pointer Neural Networks
  
  Tianmeng Yang, Yujing Wang, Zhihan Yue, Yaming Yang, Yunhai Tong, Jing Bai
02:30 – 03:45 Talk session

Reliable Propagation-Correction Modulation for Video Object Segmentation
Related Publications
- Reliable Propagation-Correction Modulation for Video Object Segmentation
  
  Xiaohao Xu, Jinglu Wang, Xiao Li, Yan Lu
08:45 – 10:30 Poster session

Poster Session 2

Poster Session 1: February 25
Related Publications
- Memory-Guided Semantic Learning Network for Temporal Sentence Grounding
  
  Daizong Liu, Xiaoye Qu, Xing Di , Yu Cheng, Zichuan Xu, Pan Zhou
- Reliable Propagation-Correction Modulation for Video Object Segmentation
  
  Xiaohao Xu, Jinglu Wang, Xiao Li, Yan Lu
- RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling
  
  Yizhe Zhang, Siqi Sun, Xiang Gao, Yuwei Fang, Chris Brockett, Michel Galley, Jianfeng Gao, Bill Dolan
- Unsupervised Temporal Video Grounding with Deep Semantic Clustering
  
  Daizong Liu, Xiaoye Qu, Yinzhen Wang, Xing Di , Kai Zou, Yu Cheng, Zichuan Xu, Pan Zhou
- ValueNet: A New Dataset for Human Value Driven Dialogue System
  
  Liang Qiu, Yizhou Zhao, Jinchao Li, Pan Lu, Baolin Peng, Jianfeng Gao, Song-Chun Zhu
16:45 – 18:30 Poster session

Poster Session 2

See alternate sessions on February 24 and 25
Related Publications
- Deterministic and Discriminative Imitation (D2-Imitation): Revisiting Adversarial Imitation for Sample Efficiency
  
  Mingfei Sun, Sam Devlin, Katja Hofmann, Shimon Whiteson
- Hybrid Instance-aware Temporal Fusion for Online Video Instance Segmentation
  
  Xiang Li, Jinglu Wang, Xiao Li, Yan Lu
- OVIS: Open-Vocabulary Visual Instance Search via Visual-Semantic Aligned Representation Learning
  
  Sheng Liu, Kevin Lin, Lijuan Wang, Junsong Yuan, Zicheng Liu
- Playing Lottery Tickets with Vision and Language
  
  Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu
18:30 – 19:45 Talk session

Playing Lottery Tickets with Vision and Language

Poster Session 1: February 25
Related Publications
- Playing Lottery Tickets with Vision and Language
  
  Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu, Lijuan Wang, Zicheng Liu

00:45 – 02:30 Poster session

Poster Session 2

See alternate sessions on February 24 and 25
Related Publications
- Invariant Information Bottleneck for Domain Generalization
  
  Bo Li, Yifei Shen, Yezhen Wang, Wenzhen Zhu, Colorado J Reed, Dongsheng Li, Kurt Keutzer, Han Zhao
- JAKET: Joint Pre-training of Knowledge Graph and Language Understanding
  
  Donghan Yu, Chenguang Zhu, Yiming Yang, Michael Zeng
- On Optimizing Interventions in Shared Autonomy
  
  Weihao Tan, David Koleczek, Siddhant S Pradhan, H M Sajjad Hossain, Yash Chandak, Nicholas A Perello, Soundararajan Srinivasan, Vivek Chettiar, Vishal Rohra, Aaslesha Rajaram
- Sequence Level Contrastive Learning for Text Summarization
  
  Shusheng Xu, Xingxing Zhang, Yi Wu, Furu Wei
02:30 – 03:45 Talk session

JAKET: Joint Pre-training of Knowledge Graph and Language Understanding

Poster Session 1: February 24
Related Publications
- JAKET: Joint Pre-training of Knowledge Graph and Language Understanding
  
  Donghan Yu, Chenguang Zhu, Yiming Yang, Michael Zeng
08:45 – 10:30 Poster session

Poster Session 2

See alternate poster sessions on February 25 and 26
Related Publications
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
- FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition
  
  Chih-Ting Liu, Chien-Yi Wang, Shao-Yi Chien, Shang-Hong Lai
- Towards Building ASR Systems for the Next Billion Users
  
  Tahir Javed, Sumanth Doddapaneni, Abhigyan Raman, Kaushal S Bhogale, Gowtham Ramesh, Anoop Kunchukuttan, Pratyush Kumar, Mitesh M. Khapra
- Towards Fine-Grained Reasoning for Fake News Detection
  
  Yiqiao Jin, Xiting Wang, Ruichao Yang, Yizhou Sun, Wei Wang, Hao Liao, Xing Xie
- XLM-K: Improving Cross-Lingual Language Model Pre-Training with Multilingual Knowledge
  
  Xiaoze Jiang, Yaobo Liang, Weizhu Chen, Nan Duan
10:30 – 11:45 Talk session

Coarse-to-Fine Generative Modeling for Graphic Layouts

Poster Session 1: February 25
Related Publications
- Coarse-to-Fine Generative Modeling for Graphic Layouts
  
  Zhaoyun Jiang, Shizhao Sun, Jihua Zhu, Jian-Guang Lou, Dongmei Zhang
10:30 – 11:45 Talk session

FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition

Poster Session 1: February 25
Related Publications
- FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition
  
  Chih-Ting Liu, Chien-Yi Wang, Shao-Yi Chien, Shang-Hong Lai
10:30 – 11:45 Talk session

Towards building ASR systems for the next billion users

Poster Session 1: February 26
Related Publications
- Towards Building ASR Systems for the Next Billion Users
  
  Tahir Javed, Sumanth Doddapaneni, Abhigyan Raman, Kaushal S Bhogale, Gowtham Ramesh, Anoop Kunchukuttan, Pratyush Kumar, Mitesh M. Khapra
10:30 – 11:45 Talk session

Towards Fine-Grained Reasoning for Fake News Detection

Poster Session 1: February 26
Related Publications
- Towards Fine-Grained Reasoning for Fake News Detection
  
  Yiqiao Jin, Xiting Wang, Ruichao Yang, Yizhou Sun, Wei Wang, Hao Liao, Xing Xie
16:45 – 18:30 Poster session

Poster Session 2

See alternate sessions on February 24, 25, and 26
Related Publications
- Better Parameter-free Stochastic Optimization with ODE Updates for Coin-Betting
  
  Keyi Chen, John Langford, Francesca Orabona
- Graph Pointer Neural Networks
  
  Tianmeng Yang, Yujing Wang, Zhihan Yue, Yaming Yang, Yunhai Tong, Jing Bai
- Improving Biomedical Information Retrieval with Neural Retrievers
  
  Man Luo, Arindam Mitra, Tejas Gokhale, Chitta Baral
- Investigations of Performance and Bias in Human-AI Teamwork in Hiring
  
  Andi Peng, Besmira Nushi, Emre Kiciman, Kori Inkpen, Ece Kamar
- Online Influence Maximization under the Independent Cascade Model with Node-Level Feedback
  
  Zhijie Zhang, Wei Chen, Xiaoming Sun, Jialin Zhang

00:45 – 02:30 Poster session

Poster Session 2

See alternate sessions on February 24 and 25
Related Publications
- Adaptive Logit Adjustment Loss for Long-Tailed Visual Recognition
  
  Yan Zhao, Weicong Chen, Xu Tan, Kai Huang, Jihong Zhu
- An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA
  
  Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang
- DDG-DA: Data Distribution Generation for Predictable Concept Drift Adaptation
  
  Wendi Li, Xiao Yang, Weiqing Liu, Yingce Xia, Jiang Bian
- DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization
  
  Ming Zhong, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng
- Efficient Robust Training via Backward Smoothing
  
  Jinghui Chen, Yu Cheng, Zhe Gan, Quanquan Gu, Jingjing Liu
- From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension
  
  Nuo Chen, Linjun Shou (寿林钧), Ming Gong (YIMING), Jian Pei, Daxin Jiang (姜大昕)
- Neural Piecewise-Constant Delay Differential Equations
  
  Qunxi Zhu, Yifei Shen, Dongsheng Li, Wei Lin
- Sparse MLP for Image Recognition: Is Self-Attention Really Necessary?
  
  Chuanxin Tang, Yucheng Zhao, Guangting Wang, Chong Luo, Wenxuan Xie, Wenjun Zeng
- TS2Vec: Towards Universal Representation of Time Series
  
  Zhihan Yue, Yujing Wang, Juanyong Duan, Tianmeng Yang, Congrui Huang, Yunhai Tong, Bixiong Xu
- When Shift Operation Meets Vision Transformer: An Extremely Simple Alternative to Attention Mechanism
  
  Guangting Wang, Yucheng Zhao, Chuanxin Tang, Chong Luo, Wenjun Zeng
02:30 – 03:45 Talk session

An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA

Poster Session 1: February 25
Related Publications
- An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA
  
  Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang
02:30 – 03:45 Talk session

DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization

Poster Session 1: February 25
Related Publications
- DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization
  
  Ming Zhong, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng
06:50 – 15:10 Workshop

Privacy-Preserving Artificial Intelligence

Ferdinando Fioretto, Aleksandra Korolova, Pascal Van Hentenryck

Program committee: Santiago Zanella-Beguelin
08:45 – 19:00 Workshop

AI to Accelerate Science and Engineering (AI2ASE)

Aryan Deshwal, Syrine Belakaria, Cory Simon, Jana Doppa, Yolanda Gil

Speaker: Max Welling
08:45 – 19:00 Workshop

Graphs and More Complex Structures for Learning and Reasoning (GCLR)

Tarun Kumar, Deepak Maurya, Shreya Goyal

Program committee: Mayukh Das
08:55 – 14:45 Workshop

AI in Financial Services: Adaptiveness, Resilience & Governance

Naftali Cohen, Eren Kurshan, Senthil Kumar, Susan Tibbs, Tucker Balch, Kevin Compher

Speaker: Chelsea Finn (2020 Microsoft Research Faculty Fellow)
13:00 – 17:55 Workshop

Dialog System Technology Challenge (DSTC10) (Day 1)

Koichiro Yoshino, Yun-Nung (Vivian) Chen, Paul Crook, Satwik Kottur, Jinchao Li, Behnam Hedayatnia, Seungwhan (Shane) Moon

Steering committee: Michel Galley

15:00 – 20:30 Workshop

Dialog System Technology Challenge (DSTC10) (Day 2)

Koichiro Yoshino, Yun-Nung (Vivian) Chen, Paul Crook, Satwik Kottur, Jinchao Li, Behnam Hedayatnia, Seungwhan (Shane) Moon

Steering committee: Michel Galley
16:00 – 21:30 Workshop

Trustable, Verifiable and Auditable Federated Learning

Qiang Yang, Sin G. Teo, Han Yu, Lixin Fan, Chao Jin, Le Zhang, Yang Liu, Zengxiang Li, Xiuyi Fan, Rui Lin

Program committee: Kevin Hsieh

Microsoft at AAAI 2022

Wednesday, February 23, 2022

Neuro-Symbolic Methods for Language and Vision

Pre-Trained Language Representations for Text Mining

Thursday, February 24, 2022

Poster Session 1

Poster Session 1

Out of Distribution Data Detection Using Dropout Bayesian Neural Network

Friday, February 25, 2022

Poster Session 1

Poster Session 1

Poster Session 1

TS2Vec: Towards Universal Representation of Time Series

Saturday, February 26, 2022

Poster Session 1

Graph Pointer Neural Networks

Reliable Propagation-Correction Modulation for Video Object Segmentation

Poster Session 2

Poster Session 2

Playing Lottery Tickets with Vision and Language

Sunday, February 27, 2022

Poster Session 2

JAKET: Joint Pre-training of Knowledge Graph and Language Understanding

Poster Session 2

Coarse-to-Fine Generative Modeling for Graphic Layouts

FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition

Towards building ASR systems for the next billion users

Towards Fine-Grained Reasoning for Fake News Detection

Poster Session 2

Monday, February 28, 2022

Poster Session 2

An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA

DialogLM: Pre-trained Model for Long Dialogue Understanding and Summarization

Privacy-Preserving Artificial Intelligence

AI to Accelerate Science and Engineering (AI2ASE)

Graphs and More Complex Structures for Learning and Reasoning (GCLR)

AI in Financial Services: Adaptiveness, Resilience & Governance

Dialog System Technology Challenge (DSTC10) (Day 1)

Tuesday, March 1, 2022

Dialog System Technology Challenge (DSTC10) (Day 2)

Trustable, Verifiable and Auditable Federated Learning