hunoutl/paperlists huggingface dataset:
Title: PolarMix: A General Data Augmentation Technique for LiDAR Point Clouds
Authors: Aoran Xiao, Jiaxing Huang, Dayan Guan, Kaiwen Cui, Shijian Lu, Ling Shao
Affiliations: School of Computer Science and Engineering, Nanyang Technological University; Terminus Group, China; Mohamed bin Zayed University of Artificial Intelligence
Conference: nips 2022 (main track)
Keywords: point cloud;LiDAR;data augmentation;semantic segmentation;object detection
Decision: Poster
Title: SAGDA: Achieving $\mathcal{O}(\epsilon^{-2})$ Communication Complexity in Federated Min-Max Learning
Authors: Haibo Yang, Zhuqing Liu, Xin Zhang, Jia Liu
Affiliations: Dept. of Statistics, Iowa State University, Ames, IA 50010; Dept. of ECE, The Ohio State University, Columbus, OH 43210
Conference: nips 2022 (main track)
Keywords: federated learning;min-max;optimization;variance reduction
Decision: Poster
Title: SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning
Authors: Haobo Wang, Mingxuan Xia, Yixuan Li, Yuren Mao, Lei Feng, Gang Chen, Junbo Zhao
Affiliations: Key Lab of Intelligent Computing based Big Data of Zhejiang Province, Zhejiang University; Department of Computer Sciences, University of Wisconsin-Madison; School of Software Technology, Zhejiang University; College of Computer Science, Chongqing University
Conference: nips 2022 (main track)
Keywords: Partial-label learning;Long-tailed learning;Optimal Transport
Decision: Poster
Title: Extra-Newton: A First Approach to Noise-Adaptive Accelerated Second-Order Methods
Authors: Kimon Antonakopoulos, Ali Kavis, Volkan Cevher
Affiliations: EPFL (LIONS)
Conference: nips 2022 (main track)
Keywords: second-order methods;universal methods;adaptive methods;convex optimization;stochastic optimization;acceleration
Decision: Poster
Title: DevFly: Bio-Inspired Development of Binary Connections for Locality Preserving Sparse Codes
Authors: Tianqi Wei, Rana Alkhoury Maroun, Qinghai Guo, Barbara Webb
Affiliations: School of Informatics, University of Edinburgh, Edinburgh, UK EH8 9AB; School of Informatics, University of Edinburgh, Edinburgh, UK EH8 9AB; Now at School of Artificial intelligence, Sun Yat-sen University, Zhuhai, China.; ACS Lab, Huawei Technologies, Shenzhen, China
Conference: nips 2022 (main track)
Keywords: bioinspired;neurodevelopment;mushroom body;locality-sensitive hash;sparse coding
Decision: Poster
Title: BiT: Robustly Binarized Multi-distilled Transformer
Authors: Zechun Liu, Barlas Oguz, Aasish Pappu, Lin Xiao, Scott Yih, Meng Li, Raghuraman Krishnamoorthi, Yashar Mehdad
Affiliations: Meta AI; Reality Labs, Meta Inc.; Peking University
Conference: nips 2022 (main track)
Keywords: Natural language processing;BERT;Transformers;Compression;Binary neural networks
Decision: Poster
Title: CroCo: Self-Supervised Pre-training for 3D Vision Tasks by Cross-View Completion
Authors: Philippe Weinzaepfel, Vincent Leroy, Thomas Lucas, Romain BRÉGIER, Yohann Cabon, Vaibhav ARORA, Leonid Antsfeld, Boris Chidlovskii, Gabriela Csurka, Jerome Revaud
Affiliations: NAVER LABS Europe
Conference: nips 2022 (main track)
Decision: Poster
Title: Deep Hierarchical Planning from Pixels
Authors: Danijar Hafner, Kuang-Huei Lee, Ian Fischer, Pieter Abbeel
Affiliations: 2Google Research; 1UC Berkeley, 3University of Toronto; 1UC Berkeley, 4Covariant
Conference: nips 2022 (main track)
Keywords: Hierarchical Reinforcement Learning;World Models;Visual Control;Planning to Explore;Hierarchical Exploration;Goal-Conditioned RL
Decision: Poster
Title: Transformers meet Stochastic Block Models: Attention with Data-Adaptive Sparsity and Cost
Authors: Sungjun Cho, Seonwoo Min, Jinwoo Kim, Moontae Lee, Honglak Lee, Seunghoon Hong
Affiliations: KAIST; University of Illinois Chicago; LG AI Research; LG AI Research and KAIST
Conference: nips 2022 (main track)
Keywords: Efficient Transformers;Sparse Attention;Stochastic Block Model
Decision: Poster
Title: Root Cause Analysis of Failures in Microservices through Causal Discovery
Authors: Azam Ikram, Sarthak Chakraborty, Subrata Mitra, Shiv Saini, Saurabh Bagchi, Murat Kocaoglu
Affiliations: Adobe Research, India; Purdue University, USA
Conference: nips 2022 (main track)
Keywords: root cause analysis;causal discovery;causal graphs
Decision: Poster
Title: GLIPv2: Unifying Localization and Vision-Language Understanding
Authors: Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao
Affiliations: Meta AI; University of Washington; UCLA; Microsoft
Conference: nips 2022 (main track)
Keywords: region-aware;vision-language;open-vocabulary object detection and segmentation;phrase grounding;VQA;image captioning
Decision: Poster
Title: Logical Credal Networks
Authors: Radu Marinescu, Haifeng Qian, Alexander Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel, Pravinda Sahu
Affiliations: AWS AI Labs; IBM Consulting; IBM Research
Conference: nips 2022 (main track)
Keywords: graphical models;probabilistic logic;knowledge representation;bayesian networks
Decision: Poster
Title: Extrapolative Continuous-time Bayesian Neural Network for Fast Training-free Test-time Adaptation
Authors: Hengguan Huang, Xiangming Gu, Hao Wang, Chang Xiao, Hongfu Liu, Ye Wang
Affiliations: National University of Singapore; Rutgers University
Conference: nips 2022 (main track)
Keywords: Brain-informed AI;Test-time Adaptation;Real-time Domain Adaptation;Bayesian Deep Learning;Dynamical system;Neural Differential Equation;Particle Filtering
Decision: Poster
Title: Multi-Sample Training for Neural Image Compression
Authors: Tongda Xu, Yan Wang, Dailan He, Chenjian Gao, Han Gao, Kunzan Liu, Hongwei Qin
Affiliations: SenseTime Research; SenseTime Research, Institute for AI Industry Research (AIR), Tsinghua University; University of Electronic Science and Technology of China; Department of Electronic Engineering, Tsinghua University; Beihang University
Conference: nips 2022 (main track)
Decision: Poster
Title: Towards Understanding the Condensation of Neural Networks at Initial Training
Authors: Hanxu Zhou, Zhou Qixuan, Tao Luo, Yaoyu Zhang, Zhi-Qin Xu
Affiliations: School of Mathematical Sciences, Institute of Natural Sciences, MOE-LSC and Qing Yuan Research Institute, Shanghai Jiao Tong University, CMA-Shanghai, Shanghai Artiﬁcial Intelligence Laboratory; School of Mathematical Sciences, Institute of Natural Sciences, MOE-LSC and Qing Yuan Research Institute, Shanghai Jiao Tong University, Shanghai Center for Brain Science and Brain-Inspired Technology; School of Mathematical Sciences, Institute of Natural Sciences, MOE-LSC and Qing Yuan Research Institute, Shanghai Jiao Tong University
Conference: nips 2022 (main track)
Keywords: neural networks;training;condensation dynamics;implicit regularization
Decision: Poster
Title: Online Agnostic Multiclass Boosting
Authors: Vinod Raman, Ambuj Tewari
Affiliations: Department of Statistics, University of Michigan, Ann Arbor, MI 48104; Department of Statistics, University of Michigan, Ann Arbor, MI 48018
Conference: nips 2022 (main track)
Keywords: Boosting;Online Convex Optimization;Online Learning
Decision: Poster
Title: A framework for bilevel optimization that enables stochastic and global variance reduction algorithms
Authors: Mathieu Dagréou, Pierre Ablin, Samuel Vaiter, Thomas Moreau
Affiliations: Inria, CEA, Université Paris-Saclay, Palaiseau, France; CNRS, Université Côte d’Azur, LJAD, Nice, France; CNRS, Université Paris-Dauphine, PSL-University, Paris, France
Conference: nips 2022 (main track)
Keywords: Bilevel opitimization;stochastic optimization;non-convex optimization
Decision: Highlighted
Title: Self-supervised Amodal Video Object Segmentation
Authors: Jian Yao, Yuxin Hong, Chiyu Wang, Tianjun Xiao, Tong He, Francesco Locatello, David P Wipf, Yanwei Fu, Zheng Zhang
Affiliations: Amazon Web Services; School of Management, Fudan University; University of California, Berkeley; School of Data Science, Fudan University
Conference: nips 2022 (main track)
Keywords: Amodal Segmentation;Self-supervised Learning;Spatiotemporal;Video
Decision: Poster
Title: Sequencer: Deep LSTM for Image Classification
Authors: Yuki Tatsunami, Masato Taki
Affiliations: Rikkyo University, Tokyo, Japan; AnyTech Co., Ltd., Tokyo, Japan; Rikkyo University, Tokyo, Japan
Conference: nips 2022 (main track)
Keywords: computer vision;image classification;network architecture;long short-term memory
Decision: Poster
Title: Learning to Drop Out: An Adversarial Approach to Training Sequence VAEs
Authors: Djordje Miladinovic, Kumar Shridhar, Kushal Jain, Max Paulus, Joachim M Buhmann, Carl Allen
Affiliations: GSK.ai; ETH Zürich; University of California, San Diego
Conference: nips 2022 (main track)
Keywords: VAE;dropout;posterior collapse
Decision: Poster
Title: In Defense of the Unitary Scalarization for Deep Multi-Task Learning
Authors: Vitaly Kurin, Alessandro De Palma, Ilya Kostrikov, Shimon Whiteson, Pawan K Mudigonda
Affiliations: University of California, Berkeley, New York University; University of Oxford
Conference: nips 2022 (main track)
Keywords: Deep Multi-Task Learning;Optimization for Deep Learning;Deep Reinforcement Learning
Decision: Poster
Title: Asymptotic Behaviors of Projected Stochastic Approximation: A Jump Diffusion Perspective
Authors: Jiadong Liang, Yuze Han, Xiang Li, Zhihua Zhang
Affiliations: School of Mathematical Sciences, Peking University
Conference: nips 2022 (main track)
Keywords: Diffusion Approximation;Federated Learning;Loopless Algorithm;Jump Diffusion;Bias-variance Tradeoff;Asymptotic Normal;Asymptotic Biased
Decision: Highlighted
Title: Non-Convex Bilevel Games with Critical Point Selection Maps
Authors: Michael N. Arbel
Affiliations: Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK, 38000 Grenoble, France
Conference: nips 2022 (main track)
Keywords: Bilevel Optimization;Morse theory;gradient flows;Lojasiewicz gradient inequality
Decision: Poster
Title: Stochastic Adaptive Activation Function
Authors: Kyungsu Lee, Jaeseung Yang, Haeyun Lee, Jae Youn Hwang
Affiliations: DGIST∗, 42988 Daegu, South Korea; DGIST, 42988 Daegu, South Korea; DGIST, SAMSUNG SDI, 17084 Yong-In, South Korea
Conference: nips 2022 (main track)
Keywords: activation function;neurotransmission;adaptive activation
Decision: Poster
Title: Pluralistic Image Completion with Gaussian Mixture Models
Authors: Xiaobo Xia, Wenhao Yang, Jie Ren, Yewen Li, Yibing Zhan, Bo Han, Tongliang Liu
Affiliations: TML Lab, University of Sydney; Hong Kong Baptist University; JD Explore Academy; Nanjing University; Nanyang Technological University; University of Edinburgh
Conference: nips 2022 (main track)
Decision: Poster
Title: Pre-activation Distributions Expose Backdoor Neurons
Authors: Runkai Zheng, Rongjun Tang, Jianze Li, Li Liu
Affiliations: Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong, Shenzhen; School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen; School of Data Science, The Chinese University of Hong Kong, Shenzhen
Conference: nips 2022 (main track)
Keywords: Backdoor Defense;Backdoor Attack;Adversarial Learning
Decision: Poster
Title: Algorithms with Prediction Portfolios
Authors: Michael Dinitz, Sungjin Im, Thomas Lavastida, Benjamin Moseley, Sergei Vassilvitskii
Affiliations: UC Merced; University of Texas at Dallas; Carnegie Mellon University; Google Research; Johns Hopkins University
Conference: nips 2022 (main track)
Keywords: algorithms with predictions;multiple predictions;learnability;minimum cost matching;load balancing;completion time scheduling
Decision: Poster
Title: Product Ranking for Revenue Maximization with Multiple Purchases
Authors: Renzhe Xu, Xingxuan Zhang, Bo Li, Yafeng Zhang, Xiaolong Chen, Peng Cui
Affiliations: Department of Computer Science and Technology, Tsinghua University, Beijing, China; School of Economics and Management, Tsinghua University, Beijing, China; Meituan Inc., Beijing, China
Conference: nips 2022 (main track)
Keywords: Revenue maximization;Multiple purchases;Product ranking
Decision: Poster
Title: Log-Polar Space Convolution Layers
Authors: Bing Su, Ji-Rong Wen
Affiliations: Beijing Key Laboratory of Big Data Management and Analysis Methods, Gaoling School of Artiﬁcial Intelligence, Renmin University of China, Beijing 100872, China
Conference: nips 2022 (main track)
Keywords: Log-Polar Space;Convolution Kernel;Local Receptive Field;Spatial Context
Decision: Poster
Title: Bellman Residual Orthogonalization for Offline Reinforcement Learning
Authors: Andrea Zanette
Affiliations: Department of Electrical Engineering and Computer Sciences, Department of Mathematics, Massachusetts Institute of Technology, and Department of Computer Sciences and Electrical Engineering, Department of Statistics, University of California, Berkeley; Department of Computer Sciences and Electrical Engineering, University of California, Berkeley
Conference: nips 2022 (main track)
Keywords: offline RL;weight function;confidence intervals;policy optimization
Decision: Highlighted
Title: Hierarchical Graph Transformer with Adaptive Node Sampling
Authors: ZAIXI ZHANG, Qi Liu, Qingyong Hu, Chee-Kong Lee
Affiliations: Hong Kong University of Science and Technology; Tencent America; Anhui Province Key Lab of Big Data Analysis and Application, School of Computer Science and Technology, University of Science and Technology of China; State Key Laboratory of Cognitive Intelligence, Hefei, Anhui, China
Conference: nips 2022 (main track)
Keywords: Scalable Graph Transformers
Decision: Poster
Title: Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization
Authors: Simone Bombari, Mohammad Hossein Amani, Marco Mondelli
Affiliations: Institute of Science and Technology Austria (ISTA); EPFL, Switzerland
Conference: nips 2022 (main track)
Keywords: deep neural networks;Neural Tangent Kernel;minimum over-parameterization;memorization capacity;gradient descent training
Decision: Poster
Title: Selective compression learning of latent representations for variable-rate image compression
Authors: Jooyoung Lee, Seyoon Jeong, Munchurl Kim
Affiliations: School of Electrical Engineering, Korea Advanced Institute of Science and Technology, Korea; Electronics and Telecommunications Research Institute, Korea
Conference: nips 2022 (main track)
Keywords: NN-based image compression;variable-rate image compression;selective compression of representations
Decision: Poster
Title: Efficient Phi-Regret Minimization in Extensive-Form Games via Online Mirror Descent
Authors: Yu Bai, Chi Jin, Song Mei, Ziang Song, Tiancheng Yu
Affiliations: Princeton University; MIT; Stanford University; Salesforce Research; UC Berkeley
Conference: nips 2022 (main track)
Keywords: extensive-form games;regret minimization;correlated equilibria;multi-agent reinforcement learning;reinforcement learning theory
Decision: Highlighted
Title: Sharpness-Aware Training for Free
Authors: JIAWEI DU, Daquan Zhou, Jiashi Feng, Vincent Tan, Joey Tianyi Zhou
Affiliations: Department of Mathematics, National University of Singapore; Centre for Frontier AI Research (CFAR), A*STAR, Singapore; Centre for Frontier AI Research (CFAR), A*STAR, Singapore; Department of Electrical and Computer Engineering, National University of Singapore; ByteDance
Conference: nips 2022 (main track)
Keywords: Efficient learning;generalization;training algorithm
Decision: Poster
Title: Towards Theoretically Inspired Neural Initialization Optimization
Authors: Yibo Yang, Hong Wang, Haobo Yuan, Zhouchen Lin
Affiliations: Key Lab. of Machine Perception (MoE), School of Intelligence Science and Technology, Peking University; Institute of Artiﬁcial Intelligence and School of Computer Science, Wuhan University; Institute for Artiﬁcial Intelligence, Peking University; JD Explore Academy, Beijing, China
Conference: nips 2022 (main track)
Keywords: initialization optimization
Decision: Poster
Title: Top Two Algorithms Revisited
Authors: Marc Jourdan, Rémy Degenne, Dorian Baudry, Rianne de Heide, Emilie Kaufmann
Affiliations: Vrije Universiteit Amsterdam; Univ. Lille, CNRS, Inria, Centrale Lille, UMR 9198-CRIStAL, F-59000 Lille, France
Conference: nips 2022 (main track)
Keywords: Multi-armed bandits;Best-arm identification;Bounded distribution;Top Two algorithm;Thompson Sampling
Decision: Poster
Title: XTC: Extreme Compression for Pre-trained Transformers Made Simple and Efficient
Authors: Xiaoxia Wu, Zhewei Yao, Minjia Zhang, Conglong Li, Yuxiong He
Affiliations: Microsoft
Conference: nips 2022 (main track)
Keywords: Extreme Compression;Binary Quantization;Layer Reduction;BERT;Knowledge Distillation;Understanding Quantization;Empirical Investigation
Decision: Highlighted
Title: Operative dimensions in unconstrained connectivity of recurrent neural networks
Authors: Renate Krause, Matthew Cook, Sepp Kollmorgen, Valerio Mante, Giacomo Indiveri
Affiliations: Institute of Neuroinformatics, University of Zurich and ETH Zurich, Zurich, Switzerland; Neuroscience Center Zurich, University of Zurich and ETH Zurich, Zurich, Switzerland
Conference: nips 2022 (main track)
Keywords: recurrent neural networks;computation through dynamics;dimensionality
Decision: Poster
Title: Relational Proxies: Emergent Relationships as Fine-Grained Discriminators
Authors: ABHRA CHAUDHURI, Massimiliano Mancini, Zeynep Akata, Anjan Dutta
Affiliations: University of Surrey; University of Exeter; University of Tübingen; University of Tübingen, MPI for Informatics, MPI for Intelligent Systems
Conference: nips 2022 (main track)
Keywords: Fine-grained visual categorization;Relational learning;Information theory
Decision: Poster
Title: Unlabelled Sample Compression Schemes for Intersection-Closed Classes and Extremal Classes
Authors: Joachim Rubinstein, Benjamin Rubinstein
Affiliations: School of Computing & Information Systems, University of Melbourne, Parkville, VIC 3052, Australia; School of Mathematics & Statistics, University of Melbourne, Parkville, VIC 3052, Australia
Conference: nips 2022 (main track)
Keywords: Sample compression;Vapnik Chervonenkis dimension;Ample classes;Extremal classes;Intersection-closed classes
Decision: Poster
Title: NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks
Authors: Renbo Tu, Nicholas Roberts, Misha Khodak, Junhong Shen, Frederic Sala, Ameet Talwalkar
Affiliations: Carnegie Mellon University; University of Wisconsin; University of Toronto
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: automated machine learning;neural architecture search;diverse tasks
Decision: Poster
Title: Where to Pay Attention in Sparse Training for Feature Selection?
Authors: Ghada Sokar, Zahra Atashgahi, Mykola Pechenizkiy, Decebal Constantin Mocanu
Affiliations: University of Twente, Eindhoven University of Technology; Eindhoven University of Technology; University of Twente
Conference: nips 2022 (main track)
Keywords: Feature Selection;Sparse Training;Dynamic Sparsity;High dimentional data;Big data
Decision: Poster
Title: Wavelet Score-Based Generative Modeling
Authors: Florentin Guth, Simon Coste, Valentin De Bortoli, Stephane Mallat
Affiliations: Computer Science Department, ENS, CNRS, PSL University; Collège de France, Paris, France; Flatiron Institute, New York, USA
Conference: nips 2022 (main track)
Keywords: score-based generative model;diffusion model;wavelet decomposition;cascading algorithm;acceleration
Decision: Poster
Title: PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal Imputation
Authors: Maxwell Xu, Alexander Moreno, Supriya Nagesh, Varol Aydemir, David Wetter, Santosh Kumar, James Rehg
Affiliations: University of Utah; Georgia Tech, Luminous Computing; University of Memphis; Georgia Tech
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: missingness;imputation;mHealth;sensors;time-series;self-attention;pulsative;physiological;dataset
Decision: Poster
Title: Rethinking Lipschitz Neural Networks and Certified Robustness: A Boolean Function Perspective
Authors: Bohang Zhang, Du Jiang, Di He, Liwei Wang
Affiliations: National Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University, Peng Cheng Laboratory, Pazhou Laboratory (Huangpu); National Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University; National Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University, Center for Data Science, Peking University
Conference: nips 2022 (main track)
Keywords: Adversarial Robustness;Certified Defense;Lipschitz Neural Network;Expressive Power
Decision: Highlighted
Title: Fair Rank Aggregation
Authors: Diptarka Chakraborty, Syamantak Das, Arindam Khan, Aditya Subramanian
Conference: nips 2022 (main track)
Keywords: Fairness;Ranking;Rank Aggregation;Kendall-Tau Metric;Algorithms and Theory;Approximation Algorithms;Combinatorial Optimization
Decision: Poster
Title: Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social Text Classification
Authors: Karish Grover, S M Phaneendra Angara, Md Shad Akhtar, Tanmoy Chakraborty
Affiliations: LinkedIn, India; IIIT Delhi, India; IIT Delhi, India
Conference: nips 2022 (main track)
Keywords: Social Text Classification;Hyperbolic Geometry;Fourier Transform
Decision: Highlighted
Title: GAUDI: A Neural Architect for Immersive 3D Scene Generation
Authors: Miguel Angel Bautista, Pengsheng Guo, Samira Abnar, Walter Talbott, Alexander Toshev, Zhuoyuan Chen, Laurent Dinh, Shuangfei Zhai, Hanlin Goh, Daniel Ulbricht, Afshin Dehghan, Joshua Susskind
Affiliations: Apple
Conference: nips 2022 (main track)
Keywords: generative modeling;3D;radiance fields
Decision: Poster
Title: VITA: Video Instance Segmentation via Object Token Association
Authors: Miran Heo, Sukjun Hwang, Seoung Wug Oh, Joon-Young Lee, Seon Joo Kim
Affiliations: Yonsei University; Adobe Research
Conference: nips 2022 (main track)
Keywords: video;instance segmentation;video instance segmentation;tracking;transformers
Decision: Poster
Title: Missing Data Imputation and Acquisition with Deep Hierarchical Models and Hamiltonian Monte Carlo
Authors: Ignacio Peis, Chao Ma, José Miguel Hernández-Lobato
Affiliations: University of Cambridge, Cambridge, UK; Universidad Carlos III de Madrid, Madrid, Spain; Microsoft Research, University of Cambridge, Cambridge, UK
Conference: nips 2022 (main track)
Keywords: Variational Autoencoders;Hamiltonian Monte Carlo
Decision: Poster
Title: FeLMi : Few shot Learning with hard Mixup
Authors: Aniket Roy, Anshul Shah, Ketul Shah, Prithviraj Dhar, Anoop Cherian, Rama Chellappa
Affiliations: MERL, Cambridge, MA; Johns Hopkins University, Baltimore, USA; Reality Labs, Meta, Sunnyvale, USA
Conference: nips 2022 (main track)
Keywords: few-shot learning;mixup
Decision: Poster
Title: Single-pass Streaming Lower Bounds for Multi-armed Bandits Exploration with Instance-sensitive Sample Complexity
Authors: Sepehr Assadi, Chen Wang
Affiliations: Department of Computer Science, Rutgers University, Piscataway, NJ 08854
Conference: nips 2022 (main track)
Keywords: Pure Exploration Multi-armed Bandits;Streaming Lower Bounds;Sublinear algorithms for machine learning;Large-scale Learning
Decision: Poster
Title: Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data
Authors: Abhishek Roy, Krishnakumar Balasubramanian, Saeed Ghadimi
Affiliations: Department of Management Sciences, University of Waterloo.; Halıcıoğlu Data Science Institute, University of California, San Diego. Work done while being affiliated with the Department of Statistics, UC Davis.; Department of Statistics, University of California, Davis.
Conference: nips 2022 (main track)
Keywords: Constrained Optimization;Nonconvex Optimization;Projection-free Algorithm;Dependent Data;State-dependent Markov Data
Decision: Poster
Title: Tempo: Accelerating Transformer-Based Model Training through Memory Footprint Reduction
Authors: Muralidhar Andoorveedu, Zhanda Zhu, Bojian Zheng, Gennady Pekhimenko
Affiliations: University of Toronto, Toronto, Canada; Shanghai Jiao Tong University, Shanghai, China; Vector Institute, Toronto, Canada
Conference: nips 2022 (main track)
Keywords: Implementation;Systems;Transformers
Decision: Poster