hunoutl/paperlists huggingface dataset:
Title: Multitask Prompted Training Enables Zero-Shot Task Generalization
Authors: Victor Sanh, Albert Webson, Colin Raffel, Stephen Bach, Lintang Sutawika, Zaid Alyafeai, Antoine Chaffin, Arnaud Stiegler, Arun Raja, Manan Dey, M Saiful Bari, Canwen Xu, Urmish Thakker, Shanya Sharma, Eliza Szczechla, Taewoon Kim, Gunjan Chhablani, Nihal Nayak, Debajyoti Datta, Jonathan Chang, Mike Tian-Jian Jiang, Han Wang, Matteo Manica, Sheng Shen, Zheng Xin Yong, Harshit Pandey, Rachel Bawden, Thomas Wang, Trishala Neeraj, Jos Rozen, Abheesht Sharma, Andrea Santilli, Thibault Fevry, Jason Fries, Ryan Teehan, Teven Le Scao, Stella R Biderman, Leo Gao, Thomas Wolf, Alexander M Rush
Conference: iclr 2022 (main track)
Decision: Spotlight
Title: SGD Can Converge to Local Maxima
Authors: Liu Ziyin, Botao Li, James Simon, Masahito Ueda
Affiliations: ENS, Université PSL, CNRS, Sorbonne Université, Université de Paris; University of California, Berkeley; The University of Tokyo
Conference: iclr 2022 (main track)
Keywords: stochastic gradient descent;saddle points;convergence;amsgrad;deep learning
Decision: Spotlight
Title: PoNet: Pooling Network for Efficient Token Mixing in Long Sequences
Authors: Chao-Hong Tan, Qian Chen, Wen Wang, Qinglin Zhang, Siqi Zheng, Zhen-Hua Ling
Affiliations: National Engineering Laboratory for Speech and Language Information Processing, University of Science and Technology of China; Speech Lab, Alibaba Group
Conference: iclr 2022 (main track)
Keywords: Transformer;Efficient Transformers;Token Mixing;Pooling;Linear;Long Range Arena;Transfer Learning;BERT;GLUE
Decision: Poster
Title: Unified Visual Transformer Compression
Authors: Shixing Yu, Tianlong Chen, Jiayi Shen, Huan Yuan, Jianchao Tan, Sen Yang, Ji Liu, Zhangyang Wang
Affiliations: University of Texas at Austin; Texas A&M University; Kwai Inc.
Conference: iclr 2022 (main track)
Keywords: Vision Transformer;Model Compression;Pruning;Layer Skipping;Distillation
Decision: Poster
Title: Huber Additive Models for Non-stationary Time Series Analysis
Authors: Yingjie Wang, Xianrui Zhong, Fengxiang He, Hong Chen, Dacheng Tao
Affiliations: College of Informatics, Huazhong Agricultural University, China; College of Science, Huazhong Agricultural University, China; JD Explore Academy, JD.com Inc, China; Department of Computer Science, University of Illinois at Urbana-Champaign, USA
Conference: iclr 2022 (main track)
Keywords: Sparse additive models;variable selection;Huber;non-stationary;robust forecasting
Decision: Poster
Title: Embedded-model flows: Combining the inductive biases of model-free deep learning and explicit probabilistic modeling
Authors: Gianluigi Silvestri, Emily Fertig, Dave Moore, Luca Ambrogioni
Affiliations: OnePlanet Research Center, imec-the Netherlands, Wageningen, Netherlands; Department of Artificial Intelligence, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands; Google Research, San Francisco, CA, USA
Conference: iclr 2022 (main track)
Keywords: Normalizing Flows;Probabilistic model;Probabilistic programming;Generative modeling;Variational Inference
Decision: Poster
Title: The Geometry of Memoryless Stochastic Policy Optimization in Infinite-Horizon POMDPs
Authors: Johannes Müller, Guido Montufar
Affiliations: Department of Mathematics and Department of Statistics, UCLA, CA, USA; Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany; Max Planck Institute for Mathematics in the Sciences, Leipzig, Germany
Conference: iclr 2022 (main track)
Keywords: POMDPs;Memoryless Policies;Critical points;State-action frequencies;Algebraic degree
Decision: Poster
Title: Prospect Pruning: Finding Trainable Weights at Initialization using Meta-Gradients
Authors: Milad Alizadeh, Shyam Tailor, Luisa Zintgraf, Joost van Amersfoort, Sebastian Farquhar, Nicholas Lane, Yarin Gal
Conference: iclr 2022 (main track)
Keywords: pruning;lottery ticket hypothesis;pruning at initialization
Decision: Poster
Title: POETREE: Interpretable Policy Learning with Adaptive Decision Trees
Authors: Alizée Pace, Alex Chan, Mihaela van der Schaar
Affiliations: University of Cambridge, UK; Cambridge Centre for AI in Medicine, UK; The Alan Turing Institute, UK; University of Cambridge, UK; ETH AI Center, Switzerland; ETH Zürich, Switzerland; MPI for Intelligent Systems, Tübingen, Germany
Conference: iclr 2022 (main track)
Keywords: Imitation Learning;Interpretable ML;Clinical Decision Support;Sequential Decision-Making
Decision: Spotlight
Title: Nonlinear ICA Using Volume-Preserving Transformations
Authors: Xiaojiang Yang, Yi Wang, Jiacheng Sun, Xing Zhang, Shifeng Zhang, Zhenguo Li, Junchi Yan
Affiliations: Huawei Noah’s Ark Lab; Shanghai Jiao Tong University
Conference: iclr 2022 (main track)
Keywords: Independent Component Analysis;Nonlinear ICA;Identifiability
Decision: Poster
Title: Emergent Communication at Scale
Authors: Rahma Chaabouni, Florian Strub, Florent Altché, Eugene Tarassov, Corentin Tallec, Elnaz Davoodi, Kory Mathewson, Olivier Tieleman, Angeliki Lazaridou, Bilal Piot
Conference: iclr 2022 (main track)
Keywords: emergent communication;multi-agent reinforcement learning;representation learning
Decision: Spotlight
Title: Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph
Authors: Dacheng Yin, Xuanchi Ren, Chong Luo, Yuwang Wang, Zhiwei Xiong, Wenjun Zeng
Conference: iclr 2022 (main track)
Keywords: Content-style decomposed representation;Zero-shot voice conversion;Style transfer;Transformer;Unsupervised learning
Decision: Poster
Title: A Reduction-Based Framework for Conservative Bandits and Reinforcement Learning
Authors: Yunchang Yang, Tianhao Wu, Han Zhong, Evrard Garcelon, Matteo Pirotta, Alessandro Lazaric, Liwei Wang, Simon Du
Affiliations: Facebook AI Research; Center for Data Science, Peking University; University of California, Berkeley; University of Washington; Key Laboratory of Machine Perception, MOE, School of Artificial Intelligence, Peking University, International Center for Machine Learning Research, Peking University
Conference: iclr 2022 (main track)
Keywords: bandits;lower bound;reinforcement learning theory
Decision: Poster
Title: Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations
Authors: Fangyu Liu, Yunlong Jiao, Jordan Massiah, Emine Yilmaz, Serhii Havrylov
Conference: iclr 2022 (main track)
Keywords: self-supervised learning;sentence embeddings;sentence representations;knowledge distillation
Decision: Poster
Title: Data Poisoning Won’t Save You From Facial Recognition
Authors: Evani Radiya-Dixit, Sanghyun Hong, Nicholas Carlini, Florian Tramer
Affiliations: Stanford University; Oregon State University; Google; Stanford University, Google
Conference: iclr 2022 (main track)
Keywords: Poisoning attacks;adversarial examples;facial recognition;arms race;defenses
Decision: Poster
Title: Learning Object-Oriented Dynamics for Planning from Text
Authors: Guiliang Liu, Ashutosh Adhikari, Amir-massoud Farahmand, Pascal Poupart
Affiliations: University of Waterloo, Microsoft; University of Waterloo, Vector Institute; University of Toronto, Vector Institute
Conference: iclr 2022 (main track)
Keywords: Object Oriented Markov Decision Process;Reinforcement Learning;Model-Based Planning;Text-Based Games;Knowledge Extraction
Decision: Poster
Title: Taming Sparsely Activated Transformer with Stochastic Experts
Authors: Simiao Zuo, Xiaodong Liu, Jian Jiao, Young Jin Kim, Hany Hassan Awadalla, Ruofei Zhang, Jianfeng Gao, Tuo Zhao
Affiliations: Georgia Institute of Technology; Microsoft
Conference: iclr 2022 (main track)
Decision: Poster
Title: Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank?
Authors: Sheikh Shams Azam, Seyyedali Hosseinalipour, Qiang Qiu, Christopher Brinton
Affiliations: School of ECE, Purdue University
Conference: iclr 2022 (main track)
Keywords: Distributed Machine Learning;Federated Learning;Gradient Subspace;SGD
Decision: Poster
Title: Scalable Sampling for Nonsymmetric Determinantal Point Processes
Authors: Insu Han, Mike Gartrell, Jennifer Gillenwater, Elvis Dohmatob, Amin Karbasi
Affiliations: Facebook AI Research; Yale University; Criteo AI Lab; Google Research
Conference: iclr 2022 (main track)
Keywords: determinantal point processes;sampling
Decision: Spotlight
Title: No One Representation to Rule Them All: Overlapping Features of Training Methods
Authors: Raphael Gontijo Lopes, Yann Dauphin, Ekin Cubuk
Affiliations: Google Research, Brain Team
Conference: iclr 2022 (main track)
Keywords: Representation Learning;Understanding Deep Learning;Deep Phenomena;Diversity;Novelty;Features;Training Methodologies;Contrastive Learning
Decision: Poster
Title: GNN-LM: Language Modeling based on Global Contexts via GNN
Authors: Yuxian Meng, Shi Zong, Xiaoya Li, Xiaofei Sun, Tianwei Zhang, Fei Wu, Jiwei Li
Affiliations: Nanyang Technological University; Zhejiang University; Shannon.AI; Nanjing University
Conference: iclr 2022 (main track)
Decision: Spotlight
Title: Promoting Saliency From Depth: Deep Unsupervised RGB-D Saliency Detection
Authors: Wei Ji, Jingjing Li, Qi Bi, chuan guo, Jie Liu, Li Cheng
Affiliations: Dalian University of Technology, China; Wuhan University, China; University of Alberta, Canada
Conference: iclr 2022 (main track)
Keywords: RGB-D saliency detection;salient object detection;deep learning;unsupervised learning
Decision: Poster
Title: EViT: Expediting Vision Transformers via Token Reorganizations
Authors: Youwei Liang, Chongjian GE, Zhan Tong, Yibing Song, Jue Wang, Pengtao Xie
Affiliations: The University of Hong Kong; UC San Diego; Tencent AI Lab
Conference: iclr 2022 (main track)
Keywords: Vision Transformers;multi-head self-attention;efficient inference
Decision: Spotlight
Title: cosFormer: Rethinking Softmax In Attention
Authors: Qin Zhen, Weixuan Sun, Hui Deng, DONGXU LI, Yunshen Wei, Baohong Lv, Junjie Yan, Lingpeng Kong, Yiran Zhong
Affiliations: Shanghai AI Laboratory; Australian National University; SenseTime Research, Shanghai AI Laboratory; SenseTime Research
Conference: iclr 2022 (main track)
Keywords: Linear Transformer;softmax attention
Decision: Poster
Title: Towards Understanding the Robustness Against Evasion Attack on Categorical Data
Authors: Hongyan Bao, Yufei Han, Yujun Zhou, Yun Shen, Xiangliang Zhang
Affiliations: University of Notre Dame; King Abdullah University of Science and Technology; NetApp; INRIA
Conference: iclr 2022 (main track)
Keywords: robustness certification;adversarial learning;categorical data
Decision: Poster
Title: How to Inject Backdoors with Better Consistency: Logit Anchoring on Clean Data
Authors: Zhiyuan Zhang, Lingjuan Lyu, Weiqiang Wang, Lichao Sun, Xu Sun
Affiliations: Ant Group, Hangzhou, China; Sony AI, Tokyo, Japan; Lehigh University, Bethlehem, PA, USA; Peking University, Beijing, China
Conference: iclr 2022 (main track)
Keywords: backdoor learning;weight perturbation;consistency
Decision: Poster
Title: DemoDICE: Offline Imitation Learning with Supplementary Imperfect Demonstrations
Authors: Geon-Hyeong Kim, Seokin Seo, Jongmin Lee, Wonseok Jeon, HyeongJoo Hwang, Hongseok Yang, Kee-Eung Kim
Affiliations: Kim Jaechul Graduate School of AI, KAIST, Daejeon, Republic of Korea; School of Computing, KAIST, Daejeon, Republic of Korea; School of Computing, KAIST, Daejeon, Republic of Korea; Kim Jaechul Graduate School of AI, KAIST, Daejeon, Republic of Korea; Discrete Mathematics Group, Institute for Basic Science (IBS), Daejeon, Republic of Korea; Mila, Quebec AI Institute; School of Computer Science, McGill University; School of Computing, KAIST, Daejeon, Republic of Korea; Kim Jaechul Graduate School of AI, KAIST, Daejeon, Republic of Korea
Conference: iclr 2022 (main track)
Keywords: imitation learning;offline imitation learning;imperfect demonstration;non-expert demonstration
Decision: Poster
Title: Provable Learning-based Algorithm For Sparse Recovery
Authors: Xinshi Chen, Haoran Sun, Le Song
Affiliations: School of Mathematics, Georgia Institute of Technology, Atlanta, USA; Machine Learning Department, MBZUAI & BioMap, UAE & China
Conference: iclr 2022 (main track)
Keywords: learning to learn;sparse parameter estimation;learning to optimize;algorithm unrolling;generalization bound
Decision: Poster
Title: An Autoregressive Flow Model for 3D Molecular Geometry Generation from Scratch
Authors: Youzhi Luo, Shuiwang Ji
Affiliations: Department of Computer Science & Engineering, Texas A&M University, College Station, TX 77843, USA
Conference: iclr 2022 (main track)
Keywords: 3D molecular geometry generation;flow models;SphereNet
Decision: Poster
Title: Learning Synthetic Environments and Reward Networks for Reinforcement Learning
Authors: Fabio Ferreira, Thomas Nierhoff, Andreas Sälinger, Frank Hutter
Affiliations: University of Freiburg, Bosch Center for Artificial Intelligence; University of Freiburg
Conference: iclr 2022 (main track)
Keywords: Synthetic Environments;Synthetic Data;Meta-Learning;Reinforcement Learning;Evolution Strategies;Reward Shaping
Decision: Poster
Title: MonoDistill: Learning Spatial Features for Monocular 3D Object Detection
Authors: Zhiyu Chong, Xinzhu Ma, Hong Zhang, Yuxin Yue, Haojie Li, Zhihui Wang, Wanli Ouyang
Affiliations: Dalian University of Technology; The University of Sydney
Conference: iclr 2022 (main track)
Keywords: 3D object detection;monocular images
Decision: Poster
Title: Dynamics-Aware Comparison of Learned Reward Functions
Authors: Blake W Wulfe, Logan Ellis, Jean Mercat, Rowan T McAllister, Adrien Gaidon
Affiliations: Toyota Research Institute (TRI); University of California, Berkeley
Conference: iclr 2022 (main track)
Keywords: Reward Learning;Inverse Reinforcement Learning;Reinforcement Learning;Comparing Reward Functions
Decision: Spotlight
Title: Generalized Decision Transformer for Offline Hindsight Information Matching
Authors: Hiroki Furuta, Yutaka Matsuo, Shixiang Gu
Affiliations: The University of Tokyo; Google Research
Conference: iclr 2022 (main track)
Keywords: Hindsight Information Matching;Decision Transformer;State-Marginal Matching;Hindsight Experience Replay;Reinforcement Learning
Decision: Spotlight
Title: Neural Link Prediction with Walk Pooling
Authors: Liming Pan, Cheng Shi, Ivan Dokmanic
Affiliations: Departement Mathematik und Informatik, Universit¨ at Basel, 4051 Basel, Switzerland.; School of Computer and Electronic Information, Nanjing Normal University, 210023 Nanjing, China.
Conference: iclr 2022 (main track)
Keywords: Graph neural network;Link prediction;Random walk;Graph topology.
Decision: Poster
Title: Learning to Generalize across Domains on Single Test Samples
Authors: Zehao Xiao, Xiantong Zhen, Ling Shao, Cees G Snoek
Affiliations: National Center for Artificial Intelligence, Saudi Data and Artificial Intelligence Authority; Inception Institute of Artificial Intelligence; AIM Lab, University of Amsterdam
Conference: iclr 2022 (main track)
Keywords: domain generalization;single test sample generalization;meta learning;variational inference
Decision: Poster
Title: Connectome-constrained Latent Variable Model of Whole-Brain Neural Activity
Authors: Lu Mi, Richard Xu, Sridhama Prakhya, Albert Lin, Nir Shavit, Aravinthan Samuel, Srinivas C Turaga
Affiliations: Harvard University; MIT; HHMI Janelia Research Campus
Conference: iclr 2022 (main track)
Keywords: connectome;latent-variable model;variational autoencoder;biophysics;whole-brain;neural activity;calcium imaging;caenorhabditis elegans;voltage;generative model;inference network
Decision: Poster
Title: Learning State Representations via Retracing in Reinforcement Learning
Authors: Changmin Yu, Dong Li, Jianye HAO, Jun Wang, Neil Burgess
Affiliations: Huawei Noah’s Ark Lab; College of Intelligence and Computing, Tianjin University; UCL, London, United Kingdom
Conference: iclr 2022 (main track)
Keywords: Representation learning;model-based reinforcement learning
Decision: Poster
Title: Geometric Transformers for Protein Interface Contact Prediction
Authors: Alex Morehead, Chen Chen, Jianlin Cheng
Affiliations: Department of Electrical Engineering & Computer Science, University of Missouri, Columbia, MO 65211, USA
Conference: iclr 2022 (main track)
Keywords: Geometric Deep Learning;Graph Transformers;Protein Bioinformatics;Invariance
Decision: Poster
Title: Recursive Disentanglement Network
Authors: Yixuan Chen, Yubin Shi, Dongsheng Li, Yujiang Wang, Mingzhi Dong, Yingying Zhao, Robert Dick, Qin Lv, Fan Yang, Li Shang
Affiliations: School of Microelectronics, Fudan University, Shanghai, China; Microsoft Research Asia, Shanghai, China; Department of Electrical Engineering and Computer Science, University of Michigan, Michigan, United States; Department of Computer Science, University of Colorado Boulder, Boulder, United States; Department of Computing, Imperial College London, London, United Kingdom; China and Shanghai Key Laboratory of Data Science, School of Computer Science, Fudan University, Shanghai, China
Conference: iclr 2022 (main track)
Keywords: disentanglement;representation learning;compositional
Decision: Poster
Title: Trivial or Impossible --- dichotomous data difficulty masks model differences (on ImageNet and beyond)
Authors: Kristof Meding, Luca Schulze Buschoff, Robert Geirhos, Felix Wichmann
Affiliations: University of Tübingen; University of Tübingen & IMPRS-IS
Conference: iclr 2022 (main track)
Keywords: CNNs;Cognitive Science;Vision Science;Psychophysics;Neuroscience;Visual perception;Inductive bias;ImageNet;CIFAR;RSA;Representation similarity analysis;Error consistency;Datasets
Decision: Poster
Title: ADAVI: Automatic Dual Amortized Variational Inference Applied To Pyramidal Bayesian Models
Authors: Louis Rouillard, Demian Wassermann
Affiliations: Universit ´e Paris-Saclay, Inria, CEA, Palaiseau, 91120, France
Conference: iclr 2022 (main track)
Keywords: Bayesian inference;Hierarchical Bayesian Models;structured Variational Inference;Simulation Based Inference;Inference amortization;Neuroimaging
Decision: Poster
Title: Reinforcement Learning in Presence of Discrete Markovian Context Evolution
Authors: Hang Ren, Aivar Sootla, Taher Jafferjee, Junxiao Shen, Jun Wang, Haitham Bou Ammar
Affiliations: Huawei UK R&D; Huawei UK R&D and Honorary Lecturer at UCL; Huawei UK R&D, University of Cambridge; University College London
Conference: iclr 2022 (main track)
Keywords: context-dependent Reinforcement Learning;model-based reinforcement learning;hierarchical Dirichlet process
Decision: Poster
Title: LIGS: Learnable Intrinsic-Reward Generation Selection for Multi-Agent Learning
Authors: David Mguni, Taher Jafferjee, Jianhong Wang, Nicolas Perez-Nieves, Oliver Slumbers, Feifei Tong,  , Jiangcheng Zhu, Yaodong Yang, Jun Wang
Affiliations: Institute for AI, Peking University & BIGAI; University College London; Huawei Technologies; Shanghaitech University; Imperial College London
Conference: iclr 2022 (main track)
Keywords: multi-agent;reinforcement learning;intrinsic rewards;exploration
Decision: Poster
Title: Transition to Linearity of Wide Neural Networks is an Emerging Property of Assembling Weak Models
Authors: Chaoyue Liu, Libin Zhu, Mikhail Belkin
Affiliations: HDSI, UC, San Diego; Depart. of Computer Science, UC, San Diego; Depart. of Computer Science, Ohio State University
Conference: iclr 2022 (main track)
Keywords: Assembling;linearity;Transition to linearity;wide neural networks
Decision: Spotlight
Title: Score-Based Generative Modeling with Critically-Damped Langevin Diffusion
Authors: Tim Dockhorn, Arash Vahdat, Karsten Kreis
Affiliations: NVIDIA, University of Waterloo, Vector Institute; NVIDIA
Conference: iclr 2022 (main track)
Keywords: Score-based generative modeling;denoising diffusion models;image synthesis
Decision: Spotlight
Title: Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
Authors: Sihyun Yu, Jihoon Tack, Sangwoo Mo, Hyunsu Kim, Junho Kim, Jung-Woo Ha, Jinwoo Shin
Affiliations: Korea Advanced Institute of Science and Technology (KAIST); NAVER AI Lab
Conference: iclr 2022 (main track)
Keywords: video generation;implicit neural representations;generative adversarial networks
Decision: Poster
Title: On Improving Adversarial Transferability of Vision Transformers
Authors: Muzammal Naseer, Kanchana Ranasinghe, Salman Khan, Fahad Khan, Fatih Porikli
Affiliations: Mohamed bin Zayed University of AI; Qualcomm USA; Stony Brook University; Linköping University
Conference: iclr 2022 (main track)
Keywords: Vision Transformers;Adversarial Perturbations
Decision: Spotlight
Title: Environment Predictive Coding for Visual Navigation
Authors: Santhosh Kumar Ramakrishnan, Tushar Nagarajan, Ziad Al-Halah, Kristen Grauman
Affiliations: The University of Texas at Austin, Facebook AI Research; The University of Texas at Austin
Conference: iclr 2022 (main track)
Keywords: Self-supervised learning;visual navigation;representation learning
Decision: Poster
Title: On the Importance of Firth Bias Reduction in Few-Shot Classification
Authors: Saba Ghaffari, Ehsan Saleh, David Forsyth, Yu-Xiong Wang
Affiliations: Department of Computer Science, University of Illinois Urbana-Champaign
Conference: iclr 2022 (main track)
Keywords: Few-shot Classification;Firth Regularization;MLE Bias
Decision: Spotlight
Title: Actor-Critic Policy Optimization in a Large-Scale Imperfect-Information Game
Authors: Haobo Fu, Weiming Liu, Shuang Wu, Yijia Wang, Tao Yang, Kai Li, Junliang Xing, Bin Li, Bo Ma, QIANG FU, Yang Wei
Affiliations: Peking University, Beijing, China; University of Science and Technology of China, Hefei, China; School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China; Tencent AI Lab, Shenzhen, China; Institute of Automation, Chinese Academy of Sciences, Beijing, China
Conference: iclr 2022 (main track)
Keywords: Policy Optimization;Nash Equilibrium;Mahjong AI
Decision: Poster
Title: Learning meta-features for AutoML
Authors: Herilalaina Rakotoarison, Louisot Milijaona, Andry RASOANAIVO, Michele Sebag, Marc Schoenauer
Affiliations: TAU, LISN-CNRS–INRIA, Université Paris-Saclay, Orsay, France; MISA, LMI, Université d’Antananarivo, Ankatso, Madagascar
Conference: iclr 2022 (main track)
Keywords: AutoML;Meta-features;Hyper-parameter Optimization;Optimal Transport
Decision: Spotlight
Title: Interpretable Unsupervised Diversity Denoising and Artefact Removal
Authors: Mangal Prakash, Mauricio Delbracio, Peyman Milanfar, Florian Jug
Affiliations: Center for Systems Biology Dresden, Max Planck Institute (CBG), Fondazione Human Technopole; Google Research; Center for Systems Biology Dresden, Max Planck Institute (CBG)
Conference: iclr 2022 (main track)
Keywords: Interpretable Unsupervised Image Restoration;Diversity Image Restoration;Unsupervised Image Denoising;Unsupervised Artefact Removal
Decision: Spotlight
Title: Information Prioritization through Empowerment in Visual Model-based RL
Authors: Homanga Bharadhwaj, Mohammad Babaeizadeh, Dumitru Erhan, Sergey Levine
Affiliations: Carnegie Mellon University; Google Research, Brain Team, University of California Berkeley; Google Research, Brain Team
Conference: iclr 2022 (main track)
Keywords: model-based reinforcement learning;visual distractors;empowerment
Decision: Poster
Title: PAC Prediction Sets Under Covariate Shift
Authors: Sangdon Park, Edgar Dobriban, Insup Lee, Osbert Bastani
Affiliations: Dept. of Computer & Info. Science, PRECISE Center, University of Pennsylvania; Dept. of Statistics & Data Science, The Wharton School, University of Pennsylvania
Conference: iclr 2022 (main track)
Keywords: probably approximately correct;prediction set;covariate shift;importance weight;calibration;Clopper-Pearson binomial interval;rejection sampling
Decision: Poster
Title: P-Adapters: Robustly Extracting Factual Information from Language Models with Diverse Prompts
Authors: Benjamin Newman, Prafulla Kumar Choubey, Nazneen Rajani
Affiliations: Stanford University; Salesforce Research
Conference: iclr 2022 (main track)
Keywords: NLP;Prompting;Commonsense;information extraction;factual extraction;Large Language Models
Decision: Poster