hunoutl/paperlists huggingface dataset:
Title: A Fine-Grained Analysis on Distribution Shift
Authors: Olivia Wiles, Sven Gowal, Florian Stimberg, Sylvestre-Alvise Rebuffi, Ira Ktena, Krishnamurthy Dvijotham, Ali Taylan Cemgil
Affiliations: DeepMind, London, UK; Google
Conference: iclr 2022 (main track)
Keywords: robustness;distribution shifts
Decision: Oral
Title: MoReL: Multi-omics Relational Learning
Authors: Arman Hasanzadeh, Ehsan Hajiramezanali, Nick Duffield, Xiaoning Qian
Affiliations: Department of Electrical and Computer Engineering, Texas A&M University
Conference: iclr 2022 (main track)
Keywords: relational learning;data integration;multi-view learning;Bayesian generative model
Decision: Poster
Title: Latent Variable Sequential Set Transformers for Joint Multi-Agent Motion Prediction
Authors: Roger Girgis, Florian Golemo, Felipe Codevilla, Martin Weiss, Jim D'Souza, Samira Ebrahimi Kahou, Felix Heide, Chris J Pal
Affiliations: 2Mila, Quebec AI Institute, 6McGill University, 7École de technologie supérieure, 8Canada CIFAR AI Chair; 2Mila, Quebec AI Institute, 4Independent Robotics; 1Polytechnique Montréal, 2Mila, Quebec AI Institute; 1Polytechnique Montréal, 2Mila, Quebec AI Institute, 3ElementAI / Service Now, 8Canada CIFAR AI Chair; 5Algolux; 2Mila, Quebec AI Institute, 3ElementAI / Service Now; 5Algolux, 9Princeton University
Conference: iclr 2022 (main track)
Keywords: trajectory prediction;motion forecasting;transformers;latent variable models
Decision: Spotlight
Title: A Unified Wasserstein Distributional Robustness Framework for Adversarial Training
Authors: Anh Bui, Trung Le, Quan Tran, He Zhao, Dinh Phung
Affiliations: Monash University, VinAI Research; Monash University; Adobe Research
Conference: iclr 2022 (main track)
Keywords: Adversarial Machine Learning;Distributional Robustness
Decision: Poster
Title: Diurnal or Nocturnal? Federated Learning of Multi-branch Networks from Periodically Shifting Distributions
Authors: Chen Zhu, Zheng Xu, Mingqing Chen, Jakub Konečný, Andrew Hard, Tom Goldstein
Affiliations: University of Maryland, College Park; Google
Conference: iclr 2022 (main track)
Keywords: Federated Learning;Peroredical Distribution Shift
Decision: Poster
Title: Increasing the Cost of Model Extraction with Calibrated Proof of Work
Authors: Adam Dziedzic, Muhammad Ahmad Kaleem, Yu Shen Lu, Nicolas Papernot
Affiliations: Stanford University; University of Toronto and Vector Institute
Conference: iclr 2022 (main track)
Keywords: model extraction;model stealing;model functionality stealing;proof-of-work;adversarial machine learning;trustworthy machine learning;deep learning
Decision: Spotlight
Title: Model-Based Offline Meta-Reinforcement Learning with Regularization
Authors: Sen Lin, Jialin Wan, Tengyu Xu, Yingbin Liang, Junshan Zhang
Affiliations: School of ECEE, Arizona State University; Department of ECE, The Ohio State University; Department of ECE, University of California, Davis
Conference: iclr 2022 (main track)
Keywords: offline reinforcement learning;model-based reinforcement learning;behavior policy;Meta-reinforcement learning
Decision: Poster
Title: Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap
Authors: Yifei Wang, Qi Zhang, Yisen Wang, Jiansheng Yang, Zhouchen Lin
Affiliations: School of Computer Science and Engineering, Sun Yat-sen University; School of Mathematical Sciences, Peking University; Key Lab. of Machine Perception (MoE), School of Artiﬁcial Intelligence, Peking University; Institute for Artiﬁcial Intelligence, Peking University
Conference: iclr 2022 (main track)
Keywords: Contrastive Learning;Representation Learning;Self-supervised Learning
Decision: Poster
Title: RL-DARTS: Differentiable Architecture Search for Reinforcement Learning
Conference: iclr 2022 (main track)
Keywords: darts;differentiable;architecture;search;neural;nas;rl;reinforcement;learning;procgen;supernet;softmax;variable;ppo;rainbow;off-policy;on-policy;convolutional;autorl;automated;one-shot;efficient
Decision: Reject
Title: Hybrid Random Features
Authors: Krzysztof Choromanski, Han Lin, Haoxian Chen, Arijit Sehanobish, Yuanzhe Ma, Deepali Jain, Jake Varley, Andy Zeng, Michael Ryoo, Valerii Likhosherstov, Dmitry Kalashnikov, Vikas Sindhwani, Adrian Weller
Affiliations: University of Cambridge; Google Brain Robotics; The Alan Turing Institute; Columbia University
Conference: iclr 2022 (main track)
Keywords: random features;softmax kernel;attention mechanism;compositional kernels
Decision: Poster
Title: GRAND++: Graph Neural Diffusion with A Source Term
Authors: Matthew Thorpe, Tan M Nguyen, Hedi Xia, Thomas Strohmer, Andrea Bertozzi, Stanley J Osher, Bao Wang
Affiliations: Department of Mathematics, University of Manchester, Manchester M13 9PL, UK; Department of Mathematics, UC Davis, Davis, CA 95616, USA; Department of Mathematics and Scientific Computing and Imaging (SCI) Institute, University of Utah, Salt Lake City, UT, 84102, USA; Department of Mathematics, UCLA, Los Angeles, CA, 90095, USA
Conference: iclr 2022 (main track)
Keywords: graph deep learning;low-labeling rates;diffusion on graphs;random walk
Decision: Poster
Title: Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How
Authors: Yuning You, Yue Cao, Tianlong Chen, Zhangyang Wang, Yang Shen
Affiliations: Department of Electrical and Computer Engineering, Texas A&M University; Department of Electrical and Computer Engineering, University of Texas at Austin; Department of Electrical and Computer Engineering, Texas A&M University and Department of Computer Science and Engineering, Texas A&M University
Conference: iclr 2022 (main track)
Decision: Poster
Title: Efficient Token Mixing for Transformers via Adaptive Fourier Neural Operators
Authors: John Guibas, Morteza Mardani, Zongyi Li, Andrew Tao, Anima Anandkumar, Bryan Catanzaro
Affiliations: Stanford University; NVIDIA; NVIDIA, California Institute of Technology
Conference: iclr 2022 (main track)
Keywords: self attention;linear complexity;high-resolution inputs;operator learning;Fourier transform
Decision: Poster
Title: ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Authors: Victor Schmidt, Alexandra Luccioni, Mélisande Teng, Tianyu Zhang, Alexia Reynaud, Sunand Raghupathi, Gautier Cosne, Adrien Juraver, Vahe Vardanyan, Alex Hernandez-Garcia, Yoshua Bengio
Affiliations: CDRIN, Matane, Canada; Mila Quebec AI Institute, Montreal, Canada and Universite de Montreal, Montreal, Canada; Columbia University, New York City, USA
Conference: iclr 2022 (main track)
Keywords: GAN;Climate Change;Domain Adaptation;Representation Learning;Computer Vision;Application
Decision: Poster
Title: Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning
Authors: Jakub Grudzien Kuba, Ruiqing Chen, Muning Wen, Ying Wen, Fanglei Sun, Jun Wang, Yaodong Yang
Affiliations: Institute for AI, Peking University & BIGAI; University of Oxford, Huawei R&D UK; University College London; ShanghaiTech University; Shanghai Jiao Tong University
Conference: iclr 2022 (main track)
Keywords: Multi-Agent Reinforcement Learning;trust-region method;policy gradient method
Decision: Poster
Title: PiCO: Contrastive Label Disambiguation for Partial Label Learning
Authors: Haobo Wang, Ruixuan Xiao, Yixuan Li, Lei Feng, Gang Niu, Gang Chen, Junbo Zhao
Affiliations: University of Wisconsin-Madison; Chongqing University; Zhejiang University; RIKEN
Conference: iclr 2022 (main track)
Keywords: Partial Label Learning;Contrastive Learning;Prototype-based Disambiguation
Decision: Oral
Title: Multi-Stage Episodic Control for Strategic Exploration in Text Games
Authors: Jens Tuyls, Shunyu Yao, Sham M Kakade, Karthik Narasimhan
Affiliations: John A. Paulson School of Engineering and Applied Sciences, Harvard University; Department of Computer Science, Princeton University
Conference: iclr 2022 (main track)
Keywords: reinforcement learning;language understanding;text-based games
Decision: Spotlight
Title: On Evaluation Metrics for Graph Generative Models
Authors: Rylee Thompson, Boris Knyazev, Elahe Ghalebi, Jungtaek Kim, Graham W Taylor
Affiliations: University of Guelph, Vector Institute, Samsung, SAIT AI Lab, Montreal; University of Guelph, Vector Institute; Vector Institute; POSTECH
Conference: iclr 2022 (main track)
Decision: Poster
Title: How Well Does Self-Supervised Pre-Training Perform with Streaming Data?
Authors: Dapeng Hu, Shipeng Yan, Qizhengqiu Lu, Lanqing HONG, Hailin Hu, Yifan Zhang, Zhenguo Li, Xinchao Wang, Jiashi Feng
Affiliations: Huawei Noah’s Ark Lab; National University of Singapore; AARC, Huawei Technologies; ShanghaiTech University
Conference: iclr 2022 (main track)
Keywords: Pre-Training;Representation Learning;Continual Learning;Self-Supervised Learning
Decision: Poster
Title: Causal Contextual Bandits with Targeted Interventions
Authors: Chandrasekar Subramanian, Balaraman Ravindran
Affiliations: Robert Bosch Centre for Data Science and Artificial Intelligence, Department of Computer Science and Engineering, Indian Institute of Technology Madras, Chennai, India
Conference: iclr 2022 (main track)
Keywords: causality;contextual bandits;causal inference;bandits
Decision: Poster
Title: TPU-GAN: Learning temporal coherence from dynamic point cloud sequences
Authors: Zijie Li, Tianqin Li, Amir Barati Farimani
Affiliations: School of Computer Science, Carnegie Mellon University; Department of Mechanical Engineering, Carnegie Mellon University
Conference: iclr 2022 (main track)
Keywords: Point cloud super resolution;Temporal learning;Generative Adversarial Networks
Decision: Poster
Title: Wish you were here: Hindsight Goal Selection for long-horizon dexterous manipulation
Authors: Todor Davchev, Oleg Sushkov, Jean-Baptiste Regli, Stefan Schaal, Yusuf Aytar, Markus Wulfmeier, Jon Scholz
Affiliations: Intrinsic LLC; DeepMind, University of Edinburgh; DeepMind
Conference: iclr 2022 (main track)
Keywords: goal-conditioned reinforcement learning;learning from demonstrations;long-horizon dexterous manipulation;bi-manual manipulation
Decision: Poster
Title: COptiDICE: Offline Constrained Reinforcement Learning via Stationary Distribution Correction Estimation
Authors: Jongmin Lee, Cosmin Paduraru, Daniel Mankowitz, Nicolas Heess, Doina Precup, Kee-Eung Kim, Arthur Guez
Affiliations: KAIST; DeepMind
Conference: iclr 2022 (main track)
Keywords: Offline Reinforcement Learning;Offline Constrained Reinforcement Learning;Stationary Distribution Correction Estimation
Decision: Spotlight
Title: Domino: Discovering Systematic Errors with Cross-Modal Embeddings
Authors: Sabri Eyuboglu, Maya Varma, Khaled Saab, Jean-Benoit Delbrouck, Christopher Lee-Messer, Jared Dunnmon, James Y Zou, Christopher Re
Affiliations: ; Stanford University, USA
Conference: iclr 2022 (main track)
Keywords: robustness;subgroup analysis;error analysis;multimodal;slice discovery
Decision: Oral
Title: Handling Distribution Shifts on Graphs: An Invariance Perspective
Authors: Qitan Wu, Hengrui Zhang, Junchi Yan, David Wipf
Affiliations: University of Illinois at Chicago; Amazon; Shanghai Jiao Tong University
Conference: iclr 2022 (main track)
Keywords: Representation Learning on Graphs;Out-of-Distribution Generalization;Domain Shift;Graph Structure Learning;Invariant Models
Decision: Poster
Title: Amortized Tree Generation for Bottom-up Synthesis Planning and Synthesizable Molecular Design
Authors: Wenhao Gao, Rocío Mercado, Connor Coley
Affiliations: Department of Chemical Engineering, Massachusetts Institute of Technology; Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology
Conference: iclr 2022 (main track)
Keywords: molecular design;synthesis planning;tree generation;graph generation
Decision: Spotlight
Title: Ancestral protein sequence reconstruction using a tree-structured Ornstein-Uhlenbeck variational autoencoder
Authors: Lys Sanz Moreta, Ola Rønning, Ahmad Salim Al-Sibahi, Jotun Hein, Douglas Theobald, Thomas Hamelryck
Affiliations: Probabilistic programming group, PLTC Section, University of Copenhagen, Copenhagen, Denmark; Department of Statistics, University of Oxford, Oxford, United Kingdom; Probabilistic programming group, SCARB / PLTC Section, Departments of Biology / Computer Science, University of Copenhagen, Copenhagen, Denmark; Biochemistry Department, Brandeis University, MA, USA
Conference: iclr 2022 (main track)
Keywords: biological sequences;variational autoencoders;latent representations;ornstein-uhlenbeck process;evolution
Decision: Poster
Title: Procedural generalization by planning with self-supervised world models
Authors: Ankesh Anand, Jacob C Walker, Yazhe Li, Eszter Vertes, Julian Schrittwieser, Sherjil Ozair, Theophane Weber, Jessica Hamrick
Affiliations: DeepMind, London, UK
Conference: iclr 2022 (main track)
Keywords: Self-Supervised Learning;Model-Based RL;Generalization in RL
Decision: Poster
Title: Learn Locally, Correct Globally: A Distributed Algorithm for Training Graph Neural Networks
Authors: Morteza Ramezani, Weilin Cong, Mehrdad Mahdavi, Mahmut Kandemir, Anand Sivasubramaniam
Affiliations: Pennsylvania State University, University Park, PA 16802, USA
Conference: iclr 2022 (main track)
Keywords: Graph Neural Networks;GNN;GCN;Distributed Training
Decision: Poster
Title: Data Efficient Language-Supervised Zero-Shot Recognition with Optimal Transport Distillation
Authors: Bichen Wu, Ruizhe Cheng, Peizhao Zhang, Tianren Gao, Joseph E Gonzalez, Peter Vajda
Affiliations: Meta Reality Labs; UC Berkeley
Conference: iclr 2022 (main track)
Keywords: Zero shot learning;contrastive learning;optimal transport;vision and language
Decision: Poster
Title: Independent SE(3)-Equivariant Models for End-to-End Rigid Protein Docking
Authors: Octavian Ganea, xinyuan huang, Charlotte Bunne, Yatao Bian, Regina Barzilay, Tommi Jaakkola, Andreas Krause
Affiliations: ETH Zurich, Work done during an internship at Tencent AI Lab; MIT; Tencent AI Lab; ETH Zurich
Conference: iclr 2022 (main track)
Keywords: protein complexes;protein structure;rigid body docking;SE(3) equivariance;graph neural networks
Decision: Spotlight
Title: SimVLM: Simple Visual Language Model Pretraining with Weak Supervision
Authors: Zirui Wang, Jiahui Yu, Wei Yu, Zihang Dai, Yulia Tsvetkov, Yuan Cao
Affiliations: University of Washington; Carnegie Mellon University; Google Research, Brain Team
Conference: iclr 2022 (main track)
Keywords: Vision-Language Pretraining;Multimodal Language Model;Weak Supervision
Decision: Poster
Title: DictFormer: Tiny Transformer with Shared Dictionary
Authors: Qian Lou, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin
Affiliations: Samsung Research America
Conference: iclr 2022 (main track)
Keywords: Transformer;Parameters Sharing;Tiny;On-device Transformer;Machine Translation;Attention;Dictionary Sharing
Decision: Poster
Title: Data-Driven Offline Optimization for Architecting Hardware Accelerators
Authors: Aviral Kumar, Amir Yazdanbakhsh, Milad Hashemi, Kevin Swersky, Sergey Levine
Affiliations: Not provided; Google Research; UC Berkeley
Conference: iclr 2022 (main track)
Keywords: computer architecture and systems;machine learning;data-driven optimization
Decision: Poster
Title: Permutation Compressors for Provably Faster Distributed Nonconvex Optimization
Authors: Rafał Szlendak, Alexander Tyurin, Peter Richtarik
Affiliations: KAUST, Saudi Arabia
Conference: iclr 2022 (main track)
Keywords: MARINA;distributed training;permutation compressor;correlated compressor;Hessian variance;communication complexity;nonconvex optimization
Decision: Poster
Title: Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification
Authors: zhengdong Hu, Yifan Sun, Yi Yang
Affiliations: State Key Laboratory of Industrial Control Technology, Zhejiang University and Baidu Research, China; CCAI, College of Computer Science and Technology, Zhejiang University; Baidu Research, China
Conference: iclr 2022 (main track)
Decision: Poster
Title: Hybrid Local SGD for Federated Learning with Heterogeneous Communications
Authors: Yuanxiong Guo, Ying Sun, Rui Hu, Yanmin Gong
Affiliations: The University of Texas at San Antonio, San Antonio, Texas 78249 USA; Pennsylvania State University, State College, PA 16801 USA
Conference: iclr 2022 (main track)
Keywords: Federated Learning;Communication Efficiency;Heterogeneity;Local SGD
Decision: Spotlight
Title: Multi-Agent MDP Homomorphic Networks
Authors: Elise van der Pol, Herke van Hoof, Frans Oliehoek, Max Welling
Affiliations: Department of Intelligent Systems, Delft University of Technology; UvA-Bosch Deltalab, University of Amsterdam
Conference: iclr 2022 (main track)
Keywords: multiagent systems;reinforcement learning;equivariance;symmetry
Decision: Poster
Title: LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5
Authors: Chengwei Qin, Shafiq Joty
Affiliations: Nanyang Technological University; Salesforce Research
Conference: iclr 2022 (main track)
Keywords: lifelong few-shot language Learning;prompt tuning;pseudo samples;knowledge distillation
Decision: Poster
Title: Doubly Adaptive Scaled Algorithm for Machine Learning Using Second-Order Information
Authors: Majid Jahani, Sergey Rusakov, Zheng Shi, Peter Richtarik, Michael W Mahoney, Martin Takac
Affiliations: University of California, Berkeley, USA; Lehigh University; KAUST; Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)
Conference: iclr 2022 (main track)
Keywords: Convex Optimization;Non-Convex Optimization;Stochastic Optimization;Second-Order Optimization;Deep Learning
Decision: Poster
Title: Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks
Authors: Marten Lienen, Stephan Günnemann
Affiliations: Department of Informatics & Munich Data Science Institute, Technical University of Munich, Germany
Conference: iclr 2022 (main track)
Keywords: spatio-temporal;finite;elements;forecasting;continuous;partial;differential;equation;PDE;graph;gnn;time-series
Decision: Spotlight
Title: Online Target Q-learning with Reverse Experience Replay: Efficiently finding the Optimal Policy for Linear MDPs
Authors: Naman Agarwal, Syomantak Chaudhuri, Prateek Jain, Dheeraj Nagaraj, Praneeth Netrapalli
Affiliations: University of California, Berkeley; Google Research
Conference: iclr 2022 (main track)
Keywords: Q Learning;RL with Function Approximation;Experience Replay;Online Target Learning
Decision: Poster
Title: CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing
Authors: Fan Wu, Linyi Li, Zijian Huang, Yevgeniy Vorobeychik, DING ZHAO, Bo Li
Affiliations: University of Illinois at Urbana-Champaign; Washington University in St. Louis; Carnegie Mellon University
Conference: iclr 2022 (main track)
Decision: Poster
Title: Delaunay Component Analysis for Evaluation of Data Representations
Authors: Petra Poklukar, Vladislav Polianskii, Anastasiia Varava, Florian T. Pokorny, Danica Kragic
Affiliations: KTH Royal Institute of Technology, Stockholm, Sweden
Conference: iclr 2022 (main track)
Keywords: Interpretation and Evaluation of Learned Representations;Generative Models;Contrastive Learning
Decision: Poster
Title: Hot-Refresh Model Upgrades with Regression-Free Compatible Training in Image Retrieval
Authors: Binjie Zhang, Yixiao Ge, Yantao Shen, Yu Li, Chun Yuan, XUYUAN XU, Yexin Wang, Ying Shan
Affiliations: AI Technology Center of Tencent Video; ARC Lab, Tencent PCG; International Digital Economy Academy; Tsinghua University
Conference: iclr 2022 (main track)
Keywords: Compatible Representation Learning;Image Retrieval;Model Regression
Decision: Poster
Title: Generative Pseudo-Inverse Memory
Authors: Kha Pham 1, Hung Le 1, Man Ngo 2, Truyen Tran 1, Bao Ho 3 and Svetha Venkatesh 1 , 1 Applied Artificial Intelligence Institute, Deakin University , 2 Faculty of Mathematics and Computer Science, VNUHCM-University of Science , 3 Vietnam Institute for Advanced Study in Mathematics , , 1{phti, thai.le, truyen.tran, svetha.venkatesh}@deakin.edu.au,  , 2 nmman@hcmus.edu.vn, , 3 bao@viasm.edu.vn 
Affiliations: Vietnam Institute for Advanced Study in Mathematics; Faculty of Mathematics and Computer Science, VNUHCM-University of Science; Applied Artiﬁcial Intelligence Institute, Deakin University
Conference: iclr 2022 (main track)
Decision: Poster
Title: Selective Ensembles for Consistent Predictions
Authors: Emily Black, Klas Leino, Matt Fredrikson
Affiliations: Carnegie Mellon University
Conference: iclr 2022 (main track)
Keywords: consistency;prediction consistency;model duplicity;inconsistent predictions;deep models;deep networks;explanations;saliency maps;gradient-based explanations;fairness;interpretability
Decision: Poster
Title: Learning to Downsample for Segmentation of Ultra-High Resolution Images
Authors: Chen Jin, Ryutaro Tanno, Thomy Mertzanidou, Eleftheria Panagiotaki, Daniel Alexander
Affiliations: Healthcare Intelligence, Microsoft Research Cambridge; Centre for Medical Image Computing, Department of Computer Science, University College London
Conference: iclr 2022 (main track)
Keywords: ultra-high resolution image segmentation;non-uniform dowmsampling;efficient segmentation;large volume image segmentation;medical image segmentation
Decision: Poster
Title: Interacting Contour Stochastic Gradient Langevin Dynamics
Authors: Wei Deng, Siqi Liang, Botao Hao, Guang Lin, Faming Liang
Affiliations: Purdue University; DeepMind
Conference: iclr 2022 (main track)
Keywords: stochastic gradient Langevin dynamics;MCMC;importance sampling;Wang-Landau algorithm;Parallel MCMC Methods;stochastic approximation
Decision: Poster
Title: Representing Mixtures of Word Embeddings with Mixtures of Topic Embeddings
Authors: dongsheng wang, Dandan Guo, He Zhao, Huangjie Zheng, Korawat Tanwisuth, Bo Chen, Mingyuan Zhou
Affiliations: The Chinese University of Hong Kong, Shenzhen; Monash University; The University of Texas at Austin; Xidian University
Conference: iclr 2022 (main track)
Keywords: topic model;text mining;distribution matching
Decision: Poster
Title: Generalized Kernel Thinning
Authors: Raaz Dwivedi, Lester Mackey
Affiliations: Microsoft Research New England; Department of Computer Science, Harvard University and Department of EECS, MIT
Conference: iclr 2022 (main track)
Keywords: coresets;maximum mean discrepancy;Markov chain Monte Carlo;reproducing kernel Hilbert space;thinning;compression
Decision: Poster
Title: Information-theoretic Online Memory Selection for Continual Learning
Authors: Shengyang Sun, Daniele Calandriello, Huiyi Hu, Ang Li, Michalis Titsias
Affiliations: Google Brain; Baidu Apollo; DeepMind; University of Toronto, Vector Institute
Conference: iclr 2022 (main track)
Keywords: Task-free continual learning;replay memory;information theoretic;reservoir sampling
Decision: Poster
Title: Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game
Authors: Ziyi Chen, Shaocong Ma, Yi Zhou
Affiliations: Department of ECE, University of Utah, Salt Lake City, UT 84112, USA
Conference: iclr 2022 (main track)
Keywords: Two-player Zero-sum Markov game;Entropy regularization;Policy extragradient;Nash equilibrium;Sample complexity
Decision: Poster
Title: Compositional Attention: Disentangling Search and Retrieval
Authors: Sarthak Mittal, Sharath Chandra Raparthy, Irina Rish, Yoshua Bengio, Guillaume Lajoie
Affiliations: Mila, Université de Montréal
Conference: iclr 2022 (main track)
Keywords: compositional attention;flexible search and retrieval;better generalization
Decision: Spotlight
Title: PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series
Authors: Paul Jeha, Michael Bohlke-Schneider, Pedro Mercado, Shubham Kapoor, Rajbir Nirwan, Valentin Flunkert, Jan Gasthaus, Tim Januschowski
Affiliations: AWS AI Labs; Technical University of Denmark; Zalando SE
Conference: iclr 2022 (main track)
Keywords: Synthetic Time Series;GAN;Generative Modeling;Time Series;Forecasting
Decision: Poster