hunoutl/paperlists huggingface dataset:
Title: Representation Learning for Online and Offline RL in Low-rank MDPs
Authors: Masatoshi Uehara, Xuezhou Zhang, Wen Sun
Affiliations: Department of Electrical and Computer Engineering, Princeton University, NJ 08544, USA; Department of Computer Science, Cornell University, Ithaca, NY 14850, USA
Conference: iclr 2022 (main track)
Keywords: Provably sample efficient Reinforcement Learning;PAC bounds;Representation learning;Low-rank MDP
Decision: Spotlight
Title: How to deal with missing data in supervised deep learning?
Authors: Niels Ipsen, Pierre-Alexandre Mattei, Jes Frellsen
Affiliations: Universit é Côte d’Azur, Inria (Maasai team), Laboratoire J.A. Dieudonn é, CNRS, France; Department of Applied Mathematics and Computer Science, Technical University of Denmark, Denmark
Conference: iclr 2022 (main track)
Decision: Poster
Title: Universal Approximation Under Constraints is Possible with Transformers
Authors: Anastasis Kratsios, Behnoosh Zamanlooy, Tianlin Liu, Ivan Dokmanic
Affiliations: Universität Zürich, Department of Informatics; Universität Basel, Departement Mathematik und Informatik
Conference: iclr 2022 (main track)
Keywords: Constrained Universal Approximation;Probabilistic Attention;Transformer Networks;Geometric Deep Learning;Measurable Maximum Theorem;Non-Affine Random Projections;Optimal Transport.
Decision: Spotlight
Title: Learning Discrete Structured Variational Auto-Encoder using Natural Evolution Strategies
Authors: Alon Berliner, Guy Rotman, Yossi Adi, Roi Reichart, Tamir Hazan
Affiliations: Technion, IIT; Meta AI Research
Conference: iclr 2022 (main track)
Keywords: structured prediction;derivative-free optimization;variational autoencoder
Decision: Poster
Title: Blaschke Product Neural Networks (BPNN): A Physics-Infused Neural Network for Phase Retrieval of Meromorphic Functions
Authors: Juncheng Dong, Simiao Ren, Yang Deng, Omar Khatib, Jordan Malof, Mohammadreza Soltani, Willie Padilla, VAHID TAROKH
Affiliations: Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA
Conference: iclr 2022 (main track)
Keywords: Blaschke Product;Neural Network;Phase Retrieval;Metamaterial;Meromorphic Functions
Decision: Poster
Title: Who Is the Strongest Enemy? Towards Optimal and Efficient Evasion Attacks in Deep RL
Authors: Yanchao Sun, Ruijie Zheng, Yongyuan Liang, Furong Huang
Affiliations: University of Maryland, College Park; Sun Yat-sen University
Conference: iclr 2022 (main track)
Keywords: adversarial RL;robustness of RL;evasion attack;optimal attack;observation perturbation
Decision: Poster
Title: SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation
Authors: Cong Guo, Yuxian Qiu, Jingwen Leng, Xiaotian Gao, Chen Zhang, Yunxin Liu, Fan Yang, Yuhao Zhu, Minyi Guo
Affiliations: University of Rochester; Shanghai Jiao Tong University, Shanghai Qi Zhi Institute; DAMO Academy, Alibaba Group; Institute for AI Industry Research (AIR), Tsinghua University; Microsoft Research
Conference: iclr 2022 (main track)
Keywords: Data-Free Quantization;Hessian Matrix;Approximation
Decision: Poster
Title: Rethinking Supervised Pre-Training for Better Downstream Transferring
Authors: Yutong Feng, Jianwen Jiang, Mingqian Tang, Rong Jin, Yue Gao
Affiliations: Alibaba Group; BNRist, THUIBCS, KLISS, BLBCI, School of Software, Tsinghua University
Conference: iclr 2022 (main track)
Keywords: Pre-Training;Contrastive Learning;Representation Learning;Downstream Transferring
Decision: Poster
Title: Charformer: Fast Character Transformers via Gradient-based Subword Tokenization
Authors: Yi Tay, Vinh Tran, Sebastian Ruder, Jai Gupta, Hyung Won Chung, Dara Bahri, Zhen Qin, Simon Baumgartner, Cong Yu, Donald Metzler
Affiliations: DeepMind†; Google Research and DeepMind
Conference: iclr 2022 (main track)
Keywords: transformers;NLP;language
Decision: Poster
Title: Variational Predictive Routing with Nested Subjective Timescales
Authors: Alex Zakharov, Qinghai Guo, Zafeirios Fountas
Affiliations: Huawei Technologies, Shenzhen, China; Huawei Technologies, London, UK
Conference: iclr 2022 (main track)
Keywords: Hierarchical temporal abstraction;event discovery;hierarchical generative models;variational inference
Decision: Poster
Title: The MultiBERTs: BERT Reproductions for Robustness Analysis
Authors: Thibault Sellam, Steve Yadlowsky, Ian Tenney, Jason Wei, Naomi Saphra, Alexander D'Amour, Tal Linzen, Jasmijn Bastings, Iulia Turc, Jacob Eisenstein, Dipanjan Das, Ellie Pavlick
Conference: iclr 2022 (main track)
Keywords: Pre-trained models;BERT;bootstrapping;hypothesis testing;robustness
Decision: Spotlight
Title: C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks
Authors: Tianjun Zhang, Benjamin Eysenbach, Ruslan Salakhutdinov, Sergey Levine, Joseph E Gonzalez
Affiliations: Carnegie Mellon University; UC Berkeley
Conference: iclr 2022 (main track)
Keywords: reinforcement learning;planning;variational inference;curriculum learning;waypoints;subgoals
Decision: Poster
Title: Comparing Distributions by Measuring Differences that Affect Decision Making
Authors: Shengjia Zhao, Abhishek Sinha, Yutong He, Aidan Perreault, Jiaming Song, Stefano Ermon
Affiliations: Department of Computer Science, Stanford University
Conference: iclr 2022 (main track)
Keywords: probability divergence;two sample test;generative model
Decision: Oral
Title: The Neural Data Router: Adaptive Control Flow in Transformers Improves Systematic Generalization
Authors: Robert Csordas, Kazuki Irie, Jürgen Schmidhuber
Affiliations: The Swiss AI Lab, IDSIA, University of Lugano (USI) & SUPSI, Lugano, Switzerland; The Swiss AI Lab, IDSIA, University of Lugano (USI) & SUPSI, Lugano, Switzerland and King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
Conference: iclr 2022 (main track)
Keywords: transformer;compositionality;systematic generalization;algorithmic reasoning;arithmetic
Decision: Poster
Title: Learning Versatile Neural Architectures by Propagating Network Codes
Authors: Mingyu Ding, Yuqi Huo, Haoyu Lu, Linjie Yang, Zhe Wang, Zhiwu Lu, Jingdong Wang, Ping Luo
Affiliations: SenseTime Research; University of Hong Kong; ByteDance Inc.; Baidu; Gaoling School of Artiﬁcial Intelligence, Renmin University of China
Conference: iclr 2022 (main track)
Keywords: Multitask NAS;Task-Transferable Architecture;Neural Predictor;NAS Benchmark
Decision: Poster
Title: Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction
Authors: Eli Chien, Wei-Cheng Chang, Cho-Jui Hsieh, Hsiang-Fu Yu, Jiong Zhang, Olgica Milenkovic, Inderjit Dhillon
Affiliations: University of Illinois Urbana-Champaign, USA; Amazon, USA; University of California, Los Angeles, USA
Conference: iclr 2022 (main track)
Keywords: Self-supervised learning;Graph Neural Networks;Extreme multi-label classification
Decision: Poster
Title: Rethinking Goal-Conditioned Supervised Learning and Its Connection to Offline RL
Authors: Rui Yang, Yiming Lu, Wenzhe Li, Hao Sun, Meng Fang, Yali Du, Xiu Li, Lei Han, Chongjie Zhang
Affiliations: Tencent Robotics X; Tsinghua University; King’s College London; University of Cambridge; Eindhoven University of Technology
Conference: iclr 2022 (main track)
Keywords: Goal-conditioned reinforcement learning;offline reinforcement learning;goal-conditioned supervised learning
Decision: Poster
Title: Near-optimal Offline Reinforcement Learning with Linear Representation: Leveraging Variance Information with Pessimism
Authors: Ming Yin, Yaqi Duan, Mengdi Wang, Yu-Xiang Wang
Affiliations: Department of Computer Science, University of California, Santa Barbara; Department of Electrical and Computer Engineering, Princeton University
Conference: iclr 2022 (main track)
Keywords: reinforcement learning theory;markov decision process theory
Decision: Poster
Title: Transformers Can Do Bayesian Inference
Authors: Samuel Müller, Noah Hollmann, Sebastian Pineda Arango, Josif Grabocka, Frank Hutter
Affiliations: Charit ´e Berlin; University of Freiburg; University of Freiburg, Bosch Center for Artiﬁcial Intelligence
Conference: iclr 2022 (main track)
Decision: Poster
Title: Meta-Imitation Learning by Watching Video Demonstrations
Authors: Jiayi Li, Tao Lu, Xiaoge Cao, Yinghao Cai, Shuo Wang
Affiliations: State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences; School of Artiﬁcial Intelligence, University of Chinese Academy of Sciences; School of Artiﬁcial Intelligence, University of Chinese Academy of Sciences; Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences
Conference: iclr 2022 (main track)
Keywords: Meta-imitation Learning;One-shot Learning;Learning by Watching;Generative Adversarial Networks
Decision: Poster
Title: Learning Curves for Gaussian Process Regression with Power-Law Priors and Targets
Authors: Hui Jin, Pradeep Kumar Banerjee, Guido Montufar
Affiliations: MPI MiS; UCLA & MPI MiS; UCLA
Conference: iclr 2022 (main track)
Keywords: Gaussian process regression;kernel ridge regression;generalization error;power law;neural tangent kernel
Decision: Poster
Title: DiffSkill: Skill Abstraction from Differentiable Physics for Deformable Object Manipulations with Tools
Authors: Xingyu Lin, Zhiao Huang, Yunzhu Li, Joshua B Tenenbaum, David Held, Chuang Gan
Affiliations: MIT BCS, CBMM, CSAIL; MIT; UC San Diego; MIT-IBM Waston AI Lab; Carnegie Mellon University
Conference: iclr 2022 (main track)
Keywords: Deformable Object Manipulation;Differentiable Physics
Decision: Poster
Title: Synchromesh: Reliable Code Generation from Pre-trained Language Models
Authors: Gabriel Poesia, Alex Polozov, Vu Le, Ashish Tiwari, Gustavo Soares, Christopher Meek, Sumit Gulwani
Affiliations: Stanford University; Microsoft Research, Redmond; X, the moonshot factory
Conference: iclr 2022 (main track)
Keywords: program synthesis;language models;code generation
Decision: Poster
Title: L0-Sparse Canonical Correlation Analysis
Authors: Ofir Lindenbaum, Moshe Salhov, Amir Averbuch, Yuval Kluger
Affiliations: Faculty of Engineering, Bar Ilan University, Ramat Gan, Israel; School of Computer Science, Tel Aviv University, Tel Aviv, Israel; School of Medicine, Yale University, New Haven, CT, USA
Conference: iclr 2022 (main track)
Decision: Poster
Title: Graph-Guided Network for Irregularly Sampled Multivariate Time Series
Authors: Xiang Zhang, Marko Zeman, Theodoros Tsiligkaridis, Marinka Zitnik
Affiliations: Harvard University; MIT Lincoln Laboratory; University of Ljubljana
Conference: iclr 2022 (main track)
Keywords: time seres;irregular time series;graph neural networks;attention mechanism;time series classification;multivariate time series;representation learning;embeddings
Decision: Poster
Title: Back2Future: Leveraging Backfill Dynamics for Improving Real-time Predictions in Future
Authors: Harshavardhan Kamarthi, Alexander Rodríguez, B. Aditya Prakash
Affiliations: College of Computing, Georgia Institute of Technology
Conference: iclr 2022 (main track)
Keywords: Epidemic Forecasting;Data revisions;Graph Representation learning;Time Series Forecasting
Decision: Poster
Title: On the Connection between Local Attention and Dynamic Depth-wise Convolution
Authors: Qi Han, Zejia Fan, Qi Dai, Lei Sun, Ming-Ming Cheng, Jiaying Liu, Jingdong Wang
Affiliations: Microsoft Research Asia; TKLNDST, CS, Nankai Univerisy; Peking University; Baidu Inc.
Conference: iclr 2022 (main track)
Keywords: local attention;depth-wise convolution;dynamic depth-wise convolution;weight sharing;dynamic weight
Decision: Spotlight
Title: BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis
Authors: Max W. Y. Lam, Jun Wang, Dan Su, Dong Yu
Affiliations: Tencent AI Lab, Shenzhen, China; Tencent AI Lab, Bellevue WA, USA
Conference: iclr 2022 (main track)
Keywords: Speech Synthesis;Vocoder;Generative Model;Diffusion Model
Decision: Poster
Title: Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design
Authors: Wengong Jin, Jeremy Wohlwend, Regina Barzilay, Tommi Jaakkola
Affiliations: CSAIL, Massachusetts Institute of Technology; Eric and Wendy Schmidt Center, Broad Institute of MIT and Harvard
Conference: iclr 2022 (main track)
Keywords: Drug Discovery;Antibody Design;Generative Models;Graph Generation
Decision: Spotlight
Title: Denoising Likelihood Score Matching for Conditional Score-based Data Generation
Authors: Chen-Hao Chao, Wei-Fang Sun, Bo-Wun Cheng, Yi-Chen Lo, Chia-Che Chang, Yu-Lun Liu, Yu-Lin Chang, Chia-Ping Chen, Chun-Yi Lee
Affiliations: National Tsing Hua University; Mediatek Inc.
Conference: iclr 2022 (main track)
Keywords: score-based generative model;conditional sampling
Decision: Poster
Title: Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond
Authors: Chulhee Yun, Shashank Rajput, Suvrit Sra
Affiliations: Univ. of Wisconsin-Madison CS; KAIST AI; MIT EECS
Conference: iclr 2022 (main track)
Keywords: Local SGD;Minibatch SGD;Shuffling;Without-replacement;Convex Optimization;Stochastic Optimization;Federated Learning;Large Scale Learning;Distributed Learning
Decision: Oral
Title: Bi-linear Value Networks for Multi-goal Reinforcement Learning
Authors: Ge Yang, Zhang-Wei Hong, Pulkit Agrawal
Affiliations: MIT-IBM Watson AI Lab, Massachusetts Institute Technology; Improbable AI Lab, NSF AI Institute for AI and Fundamental Interactions (IAIFI), MIT-IBM Watson AI Lab, Massachusetts Institute Technology
Conference: iclr 2022 (main track)
Keywords: Multi-goal reinforcement learning;universal value function approximator
Decision: Poster
Title: A Biologically Interpretable Graph Convolutional Network to Link Genetic Risk Pathways and Imaging Phenotypes of Disease
Authors: Sayan Ghosal, Qiang Chen, Giulio Pergola, Aaron Goldman, William Ulrich, Daniel Weinberger, Archana Venkataraman
Affiliations: Lieber Institute for Brain Development, USA; Department of Basic Medical Sciences, University of Bari Aldo Moro, Italy; Department of Electrical and Computer Engineering, Johns Hopkins University, USA
Conference: iclr 2022 (main track)
Keywords: Imaging-genetics;Hierarchical Graph Convolution;Gene Ontology;Bayesian Feature Selection;Schizophrenia
Decision: Poster
Title: Learning Strides in Convolutional Neural Networks
Authors: Rachid Riad, Olivier Teboul, David Grangier, Neil Zeghidour
Affiliations: ENS, INRIA, INSERM, UPEC, PSL Research University; Google Research
Conference: iclr 2022 (main track)
Keywords: Strides;Convolutional neural networks;Downsampling;Spectral representations;Fourier
Decision: Oral
Title: $\pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization
Authors: Carl Hvarfner, Danny Stoll, Artur Souza, Marius Lindauer, Frank Hutter, Luigi Nardi
Affiliations: Lund University & Stanford University; Leibniz University Hannover; Federal University of Minas Gerais; Lund University; University of Freiburg; University of Freiburg & Bosch Center for Artiﬁcial Intelligence
Conference: iclr 2022 (main track)
Keywords: Bayesian Optimization;Hyperparameter Optimization;Meta-Learning
Decision: Poster
Title: R4D: Utilizing Reference Objects for Long-Range Distance Estimation
Authors: Yinigwei Li, Tiffany Chen, Maya Kabkab, Ruichi Yu, Longlong Jing, Yurong You, Hang Zhao
Affiliations: Waymo LLC
Conference: iclr 2022 (main track)
Keywords: Self-driving;distance estimation;long-range objects
Decision: Poster
Title: Adversarial Retriever-Ranker for Dense Text Retrieval
Authors: Hang Zhang, Yeyun Gong, Yelong Shen, Jiancheng Lv, Nan Duan, Weizhu Chen
Affiliations: Microsoft Research Asia; College of Computer Science, Sichuan University; Microsoft Azure AI
Conference: iclr 2022 (main track)
Decision: Poster
Title: Learning Weakly-supervised Contrastive Representations
Authors: Yao-Hung Hubert Tsai, Tianqin Li, Weixin Liu, Peiyuan Liao, Ruslan Salakhutdinov, Louis-Philippe Morency
Affiliations: Carnegie Mellon University
Conference: iclr 2022 (main track)
Keywords: Self-supervised Learning;Weakly Supervised Learning;Learning with Auxiliary Information;Clustering-based Representation Learning
Decision: Poster
Title: GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification
Authors: Joonhyung Park, Jaeyun Song, Eunho Yang
Affiliations: Korea Advanced Institute of Science and Technology (KAIST), AITRICS; Korea Advanced Institute of Science and Technology (KAIST)
Conference: iclr 2022 (main track)
Keywords: Deep learning;Node classification;Class imbalance;Data Augmentation
Decision: Poster
Title: Know Your Action Set: Learning Action Relations for Reinforcement Learning
Authors: Ayush Jain, Norio Kosaka, Kyung-Min Kim, Joseph Lim
Affiliations: Korea Advanced Institute of Science and Technology (KAIST); NAVER CLOVA; University of Southern California (USC)
Conference: iclr 2022 (main track)
Keywords: reinforcement learning;varying action space;relational reasoning
Decision: Poster
Title: BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models
Authors: Kangjie Chen, Yuxian Meng, Xiaofei Sun, Shangwei Guo, Tianwei Zhang, Jiwei Li, Chun Fan
Affiliations: Chongqing University; Computer Center of Peking University & Peng Cheng Laboratory; Shannon.AI & Zhejiang University; Shannon.AI; Nanyang Technological University
Conference: iclr 2022 (main track)
Decision: Poster
Title: From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness
Authors: Lingxiao Zhao, Wei Jin, Leman Akoglu, Neil Shah
Affiliations: Carnegie Mellon Uni.; Michigan State Uni.; Snap Inc.
Conference: iclr 2022 (main track)
Keywords: Graph Neural Networks;Expressiveness;Message Passing Neural Network;Graph Classification
Decision: Poster
Title: Wisdom of Committees: An Overlooked Approach To Faster and More Accurate Models
Authors: Xiaofang Wang, Dan Kondratyuk, Eric Christiansen, Kris Kitani, Yair Movshovitz-Attias, Elad Eban
Affiliations: Google Research, Carnegie Mellon University; Carnegie Mellon University; Google Research
Conference: iclr 2022 (main track)
Keywords: Ensemble;Cascade;Efficiency
Decision: Poster
Title: Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling
Authors: Bo Wan, Wenjuan Han, Zilong Zheng, Tinne Tuytelaars
Affiliations: Department of Electrical Engineering, KU Leuven; Beijing Institute for General Artiﬁcial Intelligence, Beijing, China
Conference: iclr 2022 (main track)
Keywords: Grammar Induction;Vision-Language Matching;Unsupervised Learning
Decision: Oral
Title: Bag of Instances Aggregation Boosts Self-supervised Distillation
Authors: Haohang Xu, Jiemin Fang, XIAOPENG ZHANG, Lingxi Xie, Xinggang Wang, Wenrui Dai, Hongkai Xiong, Qi Tian
Affiliations: School of EIC, Huazhong University of Science & Technology; Huawei Inc.; Institute of Artiﬁcial Intelligence, Huazhong University of Science & Technology, Huawei Inc.; Shanghai Jiao Tong University; Shanghai Jiao Tong University, Huawei Inc.
Conference: iclr 2022 (main track)
Keywords: Self-supervised learning;knowledge distillation;instance bagging
Decision: Poster
Title: New Insights on Reducing Abrupt Representation Change in Online Continual Learning
Authors: Lucas Caccia, Rahaf Aljundi, Nader Asadi, Tinne Tuytelaars, Joelle Pineau, Eugene Belilovsky
Affiliations: McGill University, Mila, Facebook AI Research; KU Leuven; Toyota Motor Europe; Concordia University, Mila
Conference: iclr 2022 (main track)
Keywords: continual learning
Decision: Poster
Title: Who Is Your Right Mixup Partner in Positive and Unlabeled Learning
Authors: Changchun Li, Ximing Li, Lei Feng, Jihong Ouyang
Affiliations: College of Computer Science, Chongqing University, China; College of Computer Science and Technology, Jilin University, China
Conference: iclr 2022 (main track)
Keywords: Positive and Unlabeled Learning;Mixup;Heuristic
Decision: Poster
Title: CycleMLP: A MLP-like Architecture for Dense Prediction
Authors: Shoufa Chen, Enze Xie, Chongjian GE, Runjian Chen, Ding Liang, Ping Luo
Affiliations: The University of Hong Kong; The University of Hong Kong, Shanghai AI Laboratory, Shanghai, China; SenseTime Research
Conference: iclr 2022 (main track)
Keywords: MLP;Dense Prediction
Decision: Oral
Title: Memory Augmented Optimizers for Deep Learning
Authors: Paul-Aymeric McRae, Prasanna Parthasarathi, Mido Assran, Sarath Chandar
Affiliations: Mila - Quebec AI Institute, Canada; McGill University, Canada; École Polytechnique de Montréal, Canada
Conference: iclr 2022 (main track)
Keywords: Optimization for Deep learning;Memory augmented Optimizers
Decision: Poster
Title: BAM: Bayes with Adaptive Memory
Authors: Josue Nassar, Jennifer Brennan, Ben Evans, Kendall Lowrey
Affiliations: Department of Electrical and Computer Engineering, Stony Brook University; Department of Computer Science, New York University; Department of Computer Science, University of Washington
Conference: iclr 2022 (main track)
Keywords: Bayesian learning;online learning
Decision: Poster
Title: Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models
Authors: Beidi Chen, Tri Dao, Kaizhao Liang, Jiaming Yang, Zhao Song, Atri Rudra, Christopher Re
Conference: iclr 2022 (main track)
Keywords: Sparse training;butterfly;low-rank;Lottery Tickets;Block sparsity;Hashing;Transformer;ViT;MLP-Mixer
Decision: Spotlight
Title: Normalization of Language Embeddings for Cross-Lingual Alignment
Authors: Prince Aboagye, Yan Zheng, Chin-Chia Michael Yeh, Junpeng Wang, Wei Zhang, Liang Wang, Hao Yang, Jeff Phillips
Affiliations: University of Utah; Visa Research
Conference: iclr 2022 (main track)
Keywords: cross-lingual word embeddings;natural language processing
Decision: Poster
Title: Sound Adversarial Audio-Visual Navigation
Authors: Yinfeng Yu, Wenbing Huang, Fuchun Sun, Changan Chen, Yikai Wang, Xiaohong Liu
Affiliations: Beijing National Research Center for Information Science and Technology (BNRist), State Key Lab on Intelligent Technology and Systems, Department of Computer Science and Technology, Tsinghua University; JD Explore Academy, JD.com; Institute for AI Industry Research (AIR), Tsinghua University; UT Austin
Conference: iclr 2022 (main track)
Decision: Poster
Title: Practical Integration via Separable Bijective Networks
Authors: Christopher Bender, Patrick Emmanuel, Michael Reiter, Junier Oliva
Affiliations: The Johns Hopkins University Applied Physics Laboratory; Department of Computer Science, Duke University; Department of Computer Science, The University of North Carolina
Conference: iclr 2022 (main track)
Keywords: integration;flow;likelihood;classification;regression;out of distribution;regularization
Decision: Poster
Title: Neural Program Synthesis with Query
Authors: Di Huang, Rui Zhang, Xing Hu, Xishan Zhang, Pengwei Jin, Nan Li, Zidong Du, Qi Guo, Yunji Chen
Affiliations: SKL of Computer Architecture, Institute of Computing Technology, CAS; University of Science and Technology of China; SKL of Computer Architecture, Institute of Computing Technology, CAS; SKL of Computer Architecture, Institute of Computing Technology, CAS; University of Chinese Academy of Sciences; SKL of Computer Architecture, Institute of Computing Technology, CAS; Corresponding author
Conference: iclr 2022 (main track)
Decision: Poster
Title: Learning Pruning-Friendly Networks via Frank-Wolfe: One-Shot, Any-Sparsity, And No Retraining
Authors: Miao Lu, Xiaolong Luo, Tianlong Chen, Wuyang Chen, Dong Liu, Zhangyang Wang
Affiliations: University of Science and Technology of China; University of Texas at Austin
Conference: iclr 2022 (main track)
Keywords: Pruning;Frank-Wolfe
Decision: Spotlight
Title: Anti-Oversmoothing in Deep Vision Transformers via the Fourier Domain Analysis: From Theory to Practice
Authors: Peihao Wang, Wenqing Zheng, Tianlong Chen, Zhangyang Wang
Affiliations: Department of Electrical and Computer Engineering, The University of Texas at Austin
Conference: iclr 2022 (main track)
Keywords: Deep ViT;Spectral Analysis;Attention Collapse;Patch Diversity
Decision: Poster