hunoutl/paperlists huggingface dataset:
Title: Spherical Message Passing for 3D Molecular Graphs
Authors: Yi Liu, Limei Wang, Meng Liu, Yuchao Lin, Xuan Zhang, Bora Oztekin, Shuiwang Ji
Affiliations: Department of Computer Science & Engineering, Texas A&M University, College Station, TX 77843, USA
Conference: iclr 2022 (main track)
Decision: Poster
Title: Coherence-based Label Propagation over Time Series for Accelerated Active Learning
Authors: Yooju Shin, Susik Yoon, Sundong Kim, Hwanjun Song, Jae-Gil Lee, Byung Suk Lee
Affiliations: NAVER AI Lab; University of Vermont; KAIST; UIUC; Institute for Basic Science
Conference: iclr 2022 (main track)
Keywords: active learning;time series;pseudo labeling
Decision: Poster
Title: Reverse Engineering of Imperceptible Adversarial Image Perturbations
Authors: Yifan Gong, Yuguang Yao, Yize Li, Yimeng Zhang, Xiaoming Liu, Xue Lin, Sijia Liu
Conference: iclr 2022 (main track)
Keywords: Reverse Engineering of Deceptions;adversarial examples;denoising;neural networks;interpretability
Decision: Poster
Title: Illiterate DALL-E Learns to Compose
Authors: Gautam Singh, Fei Deng, Sungjin Ahn
Affiliations: KAIST; Rutgers University
Conference: iclr 2022 (main track)
Keywords: Zero-Shot Image Generation;Compositional Representation;Object-Centric Representation;Out-of-Distribution Generalization;Image Transformers
Decision: Poster
Title: Discovering Invariant Rationales for Graph Neural Networks
Authors: Ying-Xin Wu, Xiang Wang, An Zhang, Xiangnan He, Tat-Seng Chua
Affiliations: University of Science and Technology of China; National University of Singapore
Conference: iclr 2022 (main track)
Keywords: Interpretability;Graph Neural Networks;Causal Discovery;Invariant Learning
Decision: Poster
Title: Scaling Laws for Neural Machine Translation
Authors: Behrooz Ghorbani, Orhan Firat, Markus Freitag, Ankur Bapna, Maxim Krikun, Xavier Garcia, Ciprian Chelba, Colin Cherry
Affiliations: Google AI
Conference: iclr 2022 (main track)
Keywords: Scaling Laws;Neural Machine Translation;NMT;Model Scaling
Decision: Spotlight
Title: Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property
Authors: Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin
Affiliations: London School of Economics and Political Science, United Kingdom; The Ohio State University, United States; Microsoft Research, China
Conference: iclr 2022 (main track)
Decision: Poster
Title: Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization
Authors: Zihan Zhou, Wei Fu, Bingliang Zhang, Yi Wu
Affiliations: CS Department, University of Toronto; IIIS, Tsinghua University; Shanghai Qi Zhi Institute
Conference: iclr 2022 (main track)
Keywords: diverse behavior;deep reinforcement learning;multi-agent reinforcement learning
Decision: Poster
Title: Fast AdvProp
Authors: Jieru Mei, Yucheng Han, Yutong Bai, Yixiao Zhang, Yinigwei Li, xianhang li, Alan Yuille, Cihang Xie
Affiliations: Nanyang Technological University; UC Santa Cruz; Johns Hopkins University
Conference: iclr 2022 (main track)
Keywords: Adversarial examples;efficient training;generalization
Decision: Poster
Title: A generalization of the randomized singular value decomposition
Authors: Nicolas Boulle, Alex Townsend
Affiliations: Department of Mathematics, Cornell University, Ithaca, NY 14853, USA; Mathematical Institute, University of Oxford, Oxford, OX2 6GG, UK
Conference: iclr 2022 (main track)
Keywords: Low rank approximation;Randomized SVD;Hilbert--Schmidt operators;Gaussian processes
Decision: Poster
Title: Do We Need Anisotropic Graph Neural Networks?
Authors: Shyam Tailor, Felix Opolka, Pietro Lio, Nicholas Lane
Affiliations: Invenia Labs, Cambridge, UK; Samsung AI Center, Cambridge, UK; Department of Computer Science and Technology, University of Cambridge
Conference: iclr 2022 (main track)
Keywords: graph neural networks;efficiency;latency reduction;memory reduction;architecture design;benchmarking;hardware-aware
Decision: Poster
Title: Learning 3D Representations of Molecular Chirality with Invariance to Bond Rotations
Authors: Keir Adams, Lagnajit Pattanaik, Connor Coley
Affiliations: Department of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
Conference: iclr 2022 (main track)
Keywords: geometric deep learning;equivariance;molecules
Decision: Poster
Title: DeSKO: Stability-Assured Robust Control with a Deep Stochastic Koopman Operator
Authors: Minghao Han, Jacob Euler-Rolle, Robert Katzschmann
Affiliations: Department of Control Science and Engineering, Harbin Institute of Technology; Soft Robotics Lab, ETH Zurich
Conference: iclr 2022 (main track)
Keywords: Koopman Operator;Robust Control;Robotics;Model Predictive Control;Soft Robotics
Decision: Poster
Title: You are AllSet: A Multiset Function Framework for Hypergraph Neural Networks
Authors: Eli Chien, Chao Pan, Jianhao Peng, Olgica Milenkovic
Affiliations: Department of Electrical and Computer Engineering, University of Illinois, Urbana-Champaign
Conference: iclr 2022 (main track)
Keywords: Hypergraph neural networks;multiset functions;deep sets;set transformer
Decision: Poster
Title: Learning Towards The Largest Margins
Authors: Xiong Zhou, Xianming Liu, Deming Zhai, Junjun Jiang, Xin Gao, Xiangyang Ji
Affiliations: King Abdullah University of Science and Technology, Gaoling School of Artiﬁcial Intelligence, Renmin University of China; Harbin Institute of Technology, Peng Cheng Laboratory; Harbin Institute of Technology; Tsinghua University
Conference: iclr 2022 (main track)
Keywords: loss function design;margin-based loss;classification
Decision: Poster
Title: FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations
Authors: Lingjie Mei, Jiayuan Mao, Ziqi Wang, Chuang Gan, Joshua B Tenenbaum
Affiliations: MIT CSAIL; MIT-IBM Watson AI Lab; MIT BCS, CBMM, CSAIL; UIUC
Conference: iclr 2022 (main track)
Keywords: Neuro-Symbolic Reasoning;Concept Learning;Meta-Learning
Decision: Poster
Title: Hierarchical Variational Memory for Few-shot Learning Across Domains
Authors: Yingjun Du, Xiantong Zhen, Ling Shao, Cees G Snoek
Affiliations: National Center for Artificial Intelligence, Saudi Data and Artificial Intelligence Authority; AIM Lab, University of Amsterdam and Inception Institute of Artificial Intelligence; AIM Lab, University of Amsterdam
Conference: iclr 2022 (main track)
Keywords: Meta-learning;Variational hierarchical memory;Variational hierarchical prototype;Cross-domain few-shot learning
Decision: Poster
Title: TRGP: Trust Region Gradient Projection for Continual Learning
Authors: Sen Lin, Li Yang, Deliang Fan, Junshan Zhang
Affiliations: School of ECEE, Arizona State University; Department of ECE, University of California, Davis
Conference: iclr 2022 (main track)
Keywords: trust region;gradient projection;scaled weight projection;continual learning;forward knowledge transfer;task correlation
Decision: Spotlight
Title: VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objects
Authors: Ruihai Wu, Yan Zhao, Kaichun Mo, Zizheng Guo, Yian Wang, Tianhao Wu, Qingnan Fan, Xuelin Chen, Leonidas Guibas, Hao Dong
Affiliations: CFCS, CS Dept., PKU; CFCS, CS Dept., PKU and AIIT, PKU; Tencent AI Lab; Stanford University
Conference: iclr 2022 (main track)
Keywords: Visual Representation Learning for Robotics;Robotic Affordance and Trajectories;3D Shape Understanding
Decision: Poster
Title: PAC-Bayes Information Bottleneck
Authors: Zifeng Wang, Shao-Lun Huang, Ercan Kuruoglu, Jimeng Sun, Xi Chen, Yefeng Zheng
Affiliations: UIUC; Tencent; Tsinghua University
Conference: iclr 2022 (main track)
Keywords: information bottleneck;representation learning;generalization
Decision: Spotlight
Title: Spike-inspired rank coding for fast and accurate recurrent neural networks
Authors: Alan Jeffares, Qinghai Guo, Pontus Stenetorp, Timoleon Moraitis
Affiliations: University College London, UK; Huawei Technologies – Zurich, Switzerland; ACS Lab, Huawei Technologies, Shenzhen, China
Conference: iclr 2022 (main track)
Decision: Spotlight
Title: MT3: Multi-Task Multitrack Music Transcription
Authors: Josh Gardner, Ian Simon, Ethan Manilow, Curtis Hawthorne, Jesse Engel
Affiliations: Interactive Audio Lab, Northwestern University; Google Research, Brain Team
Conference: iclr 2022 (main track)
Keywords: music transcription;transformer;multi-task learning;low resource learning;music understanding;music information retrieval
Decision: Spotlight
Title: Phase Collapse in Neural Networks
Authors: Florentin Guth, John Zarka, Stéphane Mallat
Affiliations: Collège de France, Paris, France; Flatiron Institute, New York, USA; DI, ENS, CNRS, PSL University, Paris, France
Conference: iclr 2022 (main track)
Keywords: phase collapse;neural collapse;concentration;classification;imagenet;deep networks;complex networks;sparsity in deep networks
Decision: Poster
Title: DISCOVERING AND EXPLAINING THE REPRESENTATION BOTTLENECK OF DNNS
Authors: Huiqi Deng, Qihan Ren, Hao Zhang, Quanshi Zhang
Affiliations: Shanghai Jiao Tong University; Shanghai Jiao Tong University, John Hopcroft Center and the MOE Key Lab of Artifical Intelligence, AI Institute
Conference: iclr 2022 (main track)
Keywords: representation bottleneck;representation ability;interaction;explanation
Decision: Oral
Title: StyleNeRF: A Style-based 3D Aware Generator for High-resolution Image Synthesis
Authors: Jiatao Gu, Lingjie Liu, Peng Wang, Christian Theobalt
Affiliations: Meta AI; Max Planck Institute for Informatics; The University of Hong Kong
Conference: iclr 2022 (main track)
Keywords: Neural Radiance Field;StyleGAN;high resolution image generation
Decision: Poster
Title: Frequency-aware SGD for Efficient Embedding Learning with Provable Benefits
Authors: Yan Li, Dhruv Choudhary, Xiaohan Wei, Baichuan Yuan, Bhargav Bhushanam, Tuo Zhao, Guanghui Lan
Affiliations: Meta; ISyE, Georgia Tech
Conference: iclr 2022 (main track)
Decision: Poster
Title: Towards Understanding the Data Dependency of Mixup-style Training
Authors: Muthu Chidambaram, Xiang Wang, Yuzheng Hu, Chenwei Wu, Rong Ge
Affiliations: University of Illinois at Urbana-Champaign; Duke University
Conference: iclr 2022 (main track)
Keywords: mixup;deep learning;semi-supervised learning;empirical risk minimization;generalization;margin;counterexample
Decision: Spotlight
Title: TAda! Temporally-Adaptive Convolutions for Video Understanding
Authors: Ziyuan Huang, Shiwei Zhang, Liang Pan, Zhiwu Qing, Mingqian Tang, Ziwei Liu, Marcelo Ang Jr
Affiliations: Advanced Robotics Centre, National University of Singapore; S-Lab, Nanyang Technological University; DAMO Academy, Alibaba Group
Conference: iclr 2022 (main track)
Keywords: Video understanding;Action classification;Dynamic networks
Decision: Poster
Title: Unsupervised Learning of Full-Waveform Inversion: Connecting CNN and Partial Differential Equation in a Loop
Authors: Peng Jin, Xitong Zhang, Yinpeng Chen, Sharon Huang, Zicheng Liu, Youzuo Lin
Conference: iclr 2022 (main track)
Keywords: Unsupervised Learning;Full-Waveform Inversion;Partial Differential Equation;Physics-Informed Machine Learning
Decision: Poster
Title: Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View
Authors: Xuanchi Ren, Tao Yang, Yuwang Wang, Wenjun Zeng
Affiliations: Microsoft Research Asia; Xi'an Jiaotong University; EIT; HKUST
Conference: iclr 2022 (main track)
Keywords: Latent space discovery;Disentangled representation learning;Generative models;Contrastive learning
Decision: Poster
Title: Fooling Explanations in Text Classifiers
Authors: Adam Ivankay, Ivan Girardi, Chiara Marchiori, Pascal Frossard
Affiliations: ´Ecole Polytechnique F ´ed´erale de Lausanne (EPFL), Lausanne, Switzerland; IBM Research Zurich, R¨uschlikon, Switzerland
Conference: iclr 2022 (main track)
Keywords: robustness;explainability;text classification;natural language processing
Decision: Poster
Title: Defending Against Image Corruptions Through Adversarial Augmentations
Authors: Dan A. Calian, Florian Stimberg, Olivia Wiles, Sylvestre-Alvise Rebuffi, Andras Gyorgy, Timothy A Mann, Sven Gowal
Affiliations: Meta; DeepMind
Conference: iclr 2022 (main track)
Keywords: robustness;adversarial training;image corruptions
Decision: Poster
Title: From Intervention to Domain Transportation: A Novel Perspective to Optimize Recommendation
Authors: Da Xu, Yuting Ye, Chuanwei Ruan, evren korpeoglu, Sushant Kumar, kannan achan
Affiliations: Division of Biostatistics, University of California, Berkeley, Berkeley, CA 94720, USA; Instacart, San Francisco, CA 94107, USA; Walmart Labs, Sunnyvale, CA 94086, USA
Conference: iclr 2022 (main track)
Keywords: Information retrieval;Learning theory;Causal inference;Missing data;Overlapping;Reweighting;Optimal transport
Decision: Poster
Title: Visual Correspondence Hallucination
Authors: Hugo Germain, Vincent Lepetit, Guillaume Bourmaud
Affiliations: LIGM, École des Ponts, Univ Gustave Eiffel, CNRS, Marne-la-Vallée, France; IMS, University of Bordeaux, Bordeaux INP, CNRS, Bordeaux, France
Conference: iclr 2022 (main track)
Keywords: visual correspondence hallucination;camera pose estimation
Decision: Poster
Title: Skill-based Meta-Reinforcement Learning
Authors: Taewook Nam, Shao-Hua Sun, Karl Pertsch, Sung Ju Hwang, Joseph Lim
Affiliations: Korea Advanced Institute of Science and Technology, AITRICS; Korea Advanced Institute of Science and Technology; University of Southern California; Korea Advanced Institute of Science and Technology, Naver AI Lab
Conference: iclr 2022 (main track)
Keywords: meta-RL;meta-reinforcement learning;skill-based meta-reinforcement learning;meta-learning;skill-based RL
Decision: Poster
Title: Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning
Authors: Natalie Dullerud, Karsten Roth, Kimia Hamidieh, Nicolas Papernot, Marzyeh Ghassemi
Affiliations: University of Toronto & Vector Institute; MIT; University of Tübingen
Conference: iclr 2022 (main track)
Keywords: deep metric learning;fairness;representation learning
Decision: Poster
Title: Cross-Lingual Transfer with Class-Weighted Language-Invariant Representations
Authors: Ruicheng Xian, Heng Ji, Han Zhao
Affiliations: Department of Computer Science, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
Conference: iclr 2022 (main track)
Keywords: cross-lingual transfer;unsupervised cross-lingual learning;multilingual neural language model;domain adaptation
Decision: Poster
Title: Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis
Authors: Siyi Tang, Jared Dunnmon, Khaled Saab, Xuan Zhang, Qianying Huang, Florian Dubost, Daniel Rubin, Christopher Lee-Messer
Affiliations: Stanford University, CA, USA
Conference: iclr 2022 (main track)
Keywords: Graph neural network;Self-supervision;Interpretability;Visualization;Neuroscience;Electroencephalography;Seizure;Epilepsy;Time Series
Decision: Poster
Title: Anytime Dense Prediction with Confidence Adaptivity
Authors: Zhuang Liu, Zhiqiu Xu, Hung-Ju Wang, trevor darrell, Evan Shelhamer
Affiliations: University of California, Berkeley; Adobe Research
Conference: iclr 2022 (main track)
Keywords: Efficient Inference;Anytime Inference;Semantic Segmentation;Dense Prediction;Computer Vision
Decision: Poster
Title: Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks
Authors: Andrea Cini, Ivan Marisca, Cesare Alippi
Affiliations: 1The Swiss AI Lab IDSIA, Universit `a della Svizzera italiana2Politecnico di Milano; The Swiss AI Lab IDSIA, Universit `a della Svizzera italiana
Conference: iclr 2022 (main track)
Keywords: graph neural networks;missing data;time series analysis;time series imputation
Decision: Poster
Title: Towards Better Understanding and Better Generalization of Low-shot Classification in Histology Images with Contrastive Learning
Authors: Jiawei Yang, Hanbo Chen, Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao
Affiliations: Tencent AI Lab, UC Los Angeles; Tencent AI Lab, Xiamen University; Tencent AI Lab, Tsinghua University; Tencent AI Lab
Conference: iclr 2022 (main track)
Keywords: Few shot learning;Histology Image;Knowledge Transferring
Decision: Poster
Title: GATSBI: Generative Adversarial Training for Simulation-Based Inference
Authors: Poornima Ramesh, Jan-Matthis Lueckmann, Jan Boelts, Álvaro Tejero-Cantero, David Greenberg, Pedro Goncalves, Jakob Macke
Affiliations: Helmholtz Centre Hereon; University of Tübingen; TU Munich
Conference: iclr 2022 (main track)
Keywords: Machine Learning;simulation-based inference;generative adversarial networks;approximate bayesian computation;data-driven modelling;GANs;SBI;likelihood-free inference;implicit models
Decision: Poster
Title: PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication
Authors: Cheng Wan, Youjie Li, Cameron Wolfe, Anastasios Kyrillidis, Nam Sung Kim, Yingyan Lin
Affiliations: Rice University; UIUC
Conference: iclr 2022 (main track)
Keywords: Graph Neural Networks;Graph Convolutional Networks;Distributed Training;Asynchronous Training;Full-Graph Training;Large-Graph Training;Stale Features
Decision: Poster
Title: Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug Discovery
Authors: Yulun Wu, Nicholas Choma, Andrew Chen, Mikaela Cashman, Erica Teixeira Prates, Veronica Melesse Vergara, Manesh Shah, Austin Clyde, Thomas Brettin, Wibe de Jong, Neeraj Kumar, Martha Head, Rick Stevens, Peter Nugent, Daniel Jacobson, James Brown
Affiliations: Argonne National Laboratory & University of Chicago; Pacifiic Northwest National Laboratory & National Virtual Biotechnology Laboratory, US Department of Energy; University of Tennessee, Knoxville & Oak Ridge National Laboratory & National Virtual Biotechnology Laboratory, US Department of Energy; Argonne National Laboratory & National Virtual Biotechnology Laboratory, US Department of Energy; University of California, Berkeley & National Virtual Biotechnology Laboratory, US Department of Energy; Lawrence Berkeley National Laboratory & National Virtual Biotechnology Laboratory, US Department of Energy; University of Chicago; Oak Ridge National Laboratory & National Virtual Biotechnology Laboratory, US Department of Energy
Conference: iclr 2022 (main track)
Keywords: reinforcement learning;graph neural network;molecule generation;drug discovery;curiosity-driven policy
Decision: Poster
Title: Clean Images are Hard to Reblur: Exploiting the Ill-Posed Inverse Task for Dynamic Scene Deblurring
Authors: Seungjun Nah, Sanghyun Son, Jaerin Lee, Kyoung Mu Lee
Affiliations: ASRI, Department of ECE, Seoul National University, Seoul, Korea; NVIDIA; ASRI, Department of ECE, Seoul National University, Seoul, Korea
Conference: iclr 2022 (main track)
Keywords: Deblur;Reblur;Loss;Test-time adaptation;Self-supervised
Decision: Poster
Title: Discriminative Similarity for Data Clustering
Authors: Yingzhen Yang, Ping Li
Affiliations: School of Computing and Augmented Intelligence, Arizona State University, Tempe, AZ 85281, USA; Cognitive Computing Lab, Baidu Research, Bellevue, WA 98004, USA
Conference: iclr 2022 (main track)
Keywords: Discriminative Similarity;Rademacher Complexity;Generalization Bound;Data Clustering
Decision: Poster
Title: Data-Efficient Graph Grammar Learning for Molecular Generation
Authors: Minghao Guo, Veronika Thost, Beichen Li, Payel Das, Jie Chen, Wojciech Matusik
Affiliations: MIT CSAIL; MIT-IBM Watson AI Lab
Conference: iclr 2022 (main track)
Keywords: molecular generation;graph grammar;data efficient generative model
Decision: Oral
Title: Phenomenology of Double Descent in Finite-Width Neural Networks
Authors: Sidak Pal Singh, Aurelien Lucchi, Thomas Hofmann, Bernhard Schoelkopf
Affiliations: Department of Mathematics and Computer Science, University of Basel; MPI for Intelligent Systems, Tübingen, Germany; ETH Zürich, Switzerland; ETH Zürich, Switzerland; MPI for Intelligent Systems, Tübingen, Germany
Conference: iclr 2022 (main track)
Keywords: double descent;generalization;neural networks;hessian;flatness
Decision: Poster
Title: Complete Verification via Multi-Neuron Relaxation Guided Branch-and-Bound
Authors: Claudio Ferrari, Mark N Müller, Nikola Jovanović, Martin Vechev
Affiliations: Department of Computer Science, ETH Zurich, Switzerland
Conference: iclr 2022 (main track)
Keywords: Certified Robustness;Branch-and-Bound;Convex Relaxation
Decision: Poster
Title: Object Pursuit: Building a Space of Objects via Discriminative Weight Generation
Authors: Chuanyu Pan, Yanchao Yang, Kaichun Mo, Yueqi Duan, Leonidas Guibas
Affiliations: Stanford University; Tsinghua University, Stanford University; Tsinghua University
Conference: iclr 2022 (main track)
Keywords: object-centric;continual learning;representation learning;hypernetwork
Decision: Poster
Title: Closed-form Sample Probing for Learning Generative Models in Zero-shot Learning
Authors: Samet Cetin, Orhun Baran, Ramazan Gokberk Cinbis
Affiliations: Middle East Technical University, Department of Computer Engineering, Ankara, Turkey
Conference: iclr 2022 (main track)
Keywords: zero-shot learning;generative zero-shot learning;generative models
Decision: Poster
Title: The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design
Authors: Yoav Levine, Noam Wies, Daniel Jannai, Dan Navon, Yedid Hoshen, Amnon Shashua
Affiliations: The Hebrew University of Jerusalem
Conference: iclr 2022 (main track)
Keywords: Language Modeling;Pretraining;Self-attention;Transformers;Expressivity;Separation Rank;Sentence Embeddings
Decision: Spotlight
Title: Learning Long-Term Reward Redistribution via Randomized Return Decomposition
Authors: Zhizhou Ren, Ruihan Guo, Yuan Zhou, Jian Peng
Affiliations: University of Illinois at Urbana-Champaign; University of Illinois at Urbana-Champaign and HeliXon Limited; Shanghai Jiao Tong University; BIMSA and AIR, Tsinghua University
Conference: iclr 2022 (main track)
Keywords: Reinforcement Learning;Long-Term Credit Assignment;Reward Redistribution;Return Decomposition
Decision: Spotlight
Title: Distribution Compression in Near-Linear Time
Authors: Abhishek Shetty, Raaz Dwivedi, Lester Mackey
Affiliations: Department of EECS, UC Berkeley; Microsoft Research New England; Department of Computer Science, Harvard University and Department of EECS, MIT
Conference: iclr 2022 (main track)
Keywords: Distribution compression;linear time;thinning;i.i.d. sampling;Markov chain Monte Carlo;maximum mean discrepancy;reproducing kernel Hilbert space
Decision: Poster
Title: Neural Solvers for Fast and Accurate Numerical Optimal Control
Authors: Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park
Affiliations: KAIST, DiffEqML; KAIST; Stanford University, DiffEqML; The University of Tokyo, DiffEqML
Conference: iclr 2022 (main track)
Keywords: Deep Learning;Numerical Methods;Optimal Control
Decision: Poster
Title: Creating Training Sets via Weak Indirect Supervision
Authors: Jieyu Zhang, Bohan Wang, Xiangchen Song, Yujing Wang, Yaming Yang, Jing Bai, Alex Ratner
Affiliations: Microsoft Research Asia; University of Science and Technology of China; Carnegie Mellon University; University of Washington
Conference: iclr 2022 (main track)
Keywords: weak supervision;data programming;training label synthesis
Decision: Poster
Title: Deep Point Cloud Reconstruction
Authors: Jaesung Choe, ByeongIn Joung, Francois Rameau, Jaesik Park, In Kweon
Affiliations: POSTECH; KAIST
Conference: iclr 2022 (main track)
Keywords: Computer Vision;3D Geometry;Deep Learning based Point Cloud Understanding;Point Cloud Denoising;Point Cloud Upsampling
Decision: Poster
Title: Regularized Autoencoders for Isometric Representation Learning
Authors: Yonghyeon Lee, Sangwoong Yoon, MinJun Son, Frank Park
Affiliations: Department of Mechanical Engineering, Seoul National University and Saige Research; Department of Mechanical Engineering, Seoul National University
Conference: iclr 2022 (main track)
Keywords: Autoencoders;Manifold Learning;Regularization;Geometry;Distortion
Decision: Poster