hunoutl/paperlists huggingface dataset:
Title: Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing
Authors: Nataniel Ruiz, Sarah Bargal, Cihang Xie, Kate Saenko, Stan Sclaroff
Affiliations: Boston University; Georgetown University; Boston University, MIT-IBM Watson AI Lab; University of California, Santa Cruz
Conference: nips 2022 (main track)
Keywords: convolutional neural networks;vision transformers;robustness;testing;simulation;synthetic data;out of distribution;generalization;domain shift
Decision: Poster
Title: Coded Residual Transform for Generalizable Deep Metric Learning
Authors: Shichao Kan, Yixiong Liang, Min Li, Yigang Cen, Jianxin Wang, Zhihai He
Affiliations: School of Computer Science and Engineering, Central South University, Changsha, Hunan, 410083; Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China; Pengcheng Lab, Shenzhen, 518066, China; Institute of Information Science, School of Computer and Information Technology, Beijing Jiaotong University, Beijing 100044, China; Beijing Key Laboratory of Advanced Information Science and Network Technology, Beijing 100044, China
Conference: nips 2022 (main track)
Keywords: Deep metric learning;deep feature embedding;coded residual transform
Decision: Poster
Title: Learning Probabilistic Models from Generator Latent Spaces with Hat EBM
Authors: Mitch Hill, Erik Nijkamp, Jonathan Mitchell, Bo Pang, Song-Chun Zhu
Affiliations: University of California, Los Angeles; Salesforce Research; OPPO US Research Center
Conference: nips 2022 (main track)
Keywords: EBM;latent sampling;generator network;MCMC;Langevin
Decision: Poster
Title: Finite-Time Regret of Thompson Sampling Algorithms for Exponential Family Multi-Armed Bandits
Authors: Tianyuan Jin, Pan Xu, Xiaokui Xiao, Anima Anandkumar
Affiliations: National University of Singapore; California Institute of Technology; Duke University
Conference: nips 2022 (main track)
Keywords: Bandit algorithms;Thompson sampling;exponential family distribution;finite-time regret bound;minimax optimality;asymptotic optimality
Decision: Poster
Title: Convergent Representations of Computer Programs in Human and Artificial Neural Networks
Authors: Shashank Srikant, Ben Lipkin, Anna Ivanova, Evelina Fedorenko, Una-May O'Reilly
Affiliations: CSAIL, MIT; BCS, MIT; BCS, MIT; McGovern Institute for Brain Research; BCS, MIT; McGovern Institute for Brain Research; MIT-IBM Watson AI Lab
Conference: nips 2022 (main track)
Keywords: Code representations;Brain representations;Cognitive neuroscience;Neuroimaging;Multivoxel pattern analysis;Representation decoding analysis;Representation similarity analysis;fMRI analysis;ML for PL/SE;ML4code
Decision: Poster
Title: Archimedes Meets Privacy: On Privately Estimating Quantiles in High Dimensions Under Minimal Assumptions
Authors: Omri Ben-Eliezer, Dan Mikulincer, Ilias Zadik
Affiliations: Department of Mathematics, MIT
Conference: nips 2022 (main track)
Keywords: differential privacy;convex floating body;high-dimensional probability;quantile estimation
Decision: Poster
Title: Effective Backdoor Defense by Exploiting Sensitivity of Poisoned Samples
Authors: Weixin Chen, Baoyuan Wu, Haoqian Wang
Affiliations: School of Data Science, Shenzhen Research Institute of Big Data, The Chinese University of Hong Kong, Shenzhen; Tsinghua Shenzhen International Graduate School, Tsinghua University
Conference: nips 2022 (main track)
Keywords: backdoor defense;backdoor learning;trustworthy AI;AI security
Decision: Poster
Title: Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks
Authors: Anders Aamand, Justin Chen, Piotr Indyk, Shyam Narayanan, Ronitt Rubinfeld, Nicholas Schiefer, Sandeep Silwal, Tal Wagner
Affiliations: Amazon AWS; MIT
Conference: nips 2022 (main track)
Keywords: graph neural network;Weisfeiler-Lehman;graph isomorphism;expressivity
Decision: Poster
Title: SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
Authors: Minhao LIU, Ailing Zeng, Muxi Chen, Zhijian Xu, Qiuxia LAI, Lingna Ma, Qiang Xu
Affiliations: Dept. of Computer Science & Engineering, The Chinese University of Hong Kong, CUhk RE liable Computing (CURE) Lab.
Conference: nips 2022 (main track)
Keywords: Time series forecasting;Sample convolution;downsampling
Decision: Poster
Title: Communication-Efficient Topologies for Decentralized Learning with $O(1)$ Consensus Rate
Authors: Zhuoqing Song, Weijian Li, Kexin Jin, Lei Shi, Ming Yan, Wotao Yin, Kun Yuan
Affiliations: The Chinese University of Hong Kong, Shenzhen; Alibaba DAMO Academy; Princeton University; Fudan University
Conference: nips 2022 (main track)
Keywords: Decentralized optimization;network topologies;maximum degree;consensus rate;communication-efficient
Decision: Poster
Title: Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding
Authors: Caizhi Tang, Huiyuan Wang, Xinyu Li, Qing Cui, Ya-Lin Zhang, Feng Zhu, Longfei Li, Jun Zhou, Linbo Jiang
Affiliations: School of Mathematical Sciences, Peking University; Ant Group
Conference: nips 2022 (main track)
Keywords: Deconfounding;Heterogeneous treatment effects estimation;Confounding entropy;Boosting;Causal tree
Decision: Poster
Title: Transform Once: Efficient Operator Learning in Frequency Domain
Authors: Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon
Affiliations: Stanford University; KAIST; Mila; Stanford University, CZ Biohub
Conference: nips 2022 (main track)
Keywords: convolutions;long range dependencies;neural operators;high-resolution;frequency;transform;differential equation;dynamics;turbulence;fluid flows;PDE
Decision: Poster
Title: EHRSQL: A Practical Text-to-SQL Benchmark for Electronic Health Records
Authors: Gyubok Lee, Hyeonji Hwang, Seongsu Bae, Yeonsu Kwon, Woncheol Shin, Seongjun Yang, Minjoon Seo, Jong-Yeup Kim, Edward Choi
Affiliations: College of Medicine, Konyang University, Daejeon; Seoul Women’s University, Seoul; KAIST, Daejeon
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: EHR;EHR QA;Text-to-SQL;semantic parsing
Decision: Poster
Title: Physics-Embedded Neural Networks: Graph Neural PDE Solvers with Mixed Boundary Conditions
Authors: Masanobu Horie, NAOTO MITSUME
Affiliations: RICOS Co. Ltd., University of Tsukuba; University of Tsukuba
Conference: nips 2022 (main track)
Keywords: PDE;numerical analysis;physical simulation;graph neural network;equivariance
Decision: Poster
Title: Robust Anytime Learning of Markov Decision Processes
Authors: Marnix Suilen, Thiago D. Simão, David Parker, Nils Jansen
Affiliations: Department of Software Science, Radboud University, Nijmegen, The Netherlands; Department of Computer Science, University of Oxford, Oxford, United Kingdom
Conference: nips 2022 (main track)
Keywords: Markov Decision Process;Robust Reinforcement Learning;Model-based Reinforcement Learning;Formal Verification
Decision: Poster
Title: A Characterization of Semi-Supervised Adversarially Robust PAC Learnability
Authors: Idan Attias, Steve Hanneke, Yishay Mansour
Affiliations: Department of Computer Science, Purdue University; Blavatnik School of Computer Science, Tel Aviv University and Google Research; Department of Computer Science, Ben-Gurion University of the Negev
Conference: nips 2022 (main track)
Keywords: Semi-Supervised Learning;Adversarial Robustness;PAC Learning;Sample Complexity;Combinatorial Dimensions;Partial Concept Classes
Decision: Poster
Title: Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms
Authors: Surbhi Goel, Sham Kakade, Adam Kalai, Cyril Zhang
Affiliations: Harvard University; Microsoft Research; Microsoft Research & University of Pennsylvania
Conference: nips 2022 (main track)
Keywords: recurrent convolutional neural networks;Turing completeness;universality;learning algorithms
Decision: Poster
Title: Randomized Sketches for Clustering: Fast and Optimal Kernel $k$-Means
Authors: Rong Yin, Yong Liu, Weiping Wang, Dan Meng
Affiliations: Gaoling School of Artiﬁcial Intelligence, Renmin University of China, Beijing, China; Beijing Key Laboratory of Big Data Management and Analysis Methods, Beijing, China; Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China; School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China
Conference: nips 2022 (main track)
Keywords: Kernel k-Means;Randomized Sketches;Statistical Analysis
Decision: Poster
Title: Hierarchical Normalization for Robust Monocular Depth Estimation
Authors: Chi Zhang, Wei Yin, Billzb Wang, Gang Yu, BIN FU, Chunhua Shen
Affiliations: DJI Technology, China; Tecent PCG, China; Zhejiang University, China
Conference: nips 2022 (main track)
Keywords: depth prediction;depth estimation
Decision: Poster
Title: Semi-Supervised Video Salient Object Detection Based on Uncertainty-Guided Pseudo Labels
Authors: Yongri Piao, Chenyang Lu, Miao Zhang, Huchuan Lu
Affiliations: Dalian University of Technology, China; Dalian University of Technology, China and Pengcheng Lab, Shenzhen, China
Conference: nips 2022 (main track)
Keywords: Semi-Supervised Video Salient Object Detection;Adversarial Learning
Decision: Poster
Title: Pay attention to your loss : understanding misconceptions about Lipschitz neural networks
Authors: Louis Béthune, Thibaut Boissin, Mathieu Serrurier, Franck Mamalet, Corentin Friedrich, Alberto Gonzalez Sanz
Affiliations: IMT, Université Paul-Sabatier, Toulouse, France; IRIT, Université Paul-Sabatier, Toulouse, France; IRT Saint-Exupéry, Toulouse, France
Conference: nips 2022 (main track)
Keywords: robustness;lipschitz;certificate;orthogonal;generalization;loss
Decision: Poster
Title: Stochastic Halpern Iteration with Variance Reduction for Stochastic Monotone Inclusions
Authors: Xufeng Cai, Chaobing Song, Cristóbal Guzmán, Jelena Diakonikolas
Affiliations: Institute for Mathematical and Computational Eng., Facultad de Matemáticas and Escuela de Ingeniería, Pontiﬁcia Universidad Católica de Chile; Department of Computer Sciences, University of Wisconsin-Madison
Conference: nips 2022 (main track)
Keywords: stochastic;monotone inclusion;Halpern iteration;last iterate convergence;variance reduction;min-max optimization
Decision: Poster
Title: Trust Region Policy Optimization with Optimal Transport Discrepancies: Duality and Algorithm for Continuous Actions
Authors: Antonio Terpin, Nicolas Lanzetti, Batuhan Yardim, Florian Dorfler, Giorgia Ramponi
Affiliations: Automatic Control Laboratory, ETH Zürich; Dept. of Computer Science, ETH AI Center; Dept. of Computer Science, ETH Zürich
Conference: nips 2022 (main track)
Keywords: Trust region policy optimization;optimal transport
Decision: Poster
Title: Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks
Authors: Yunwen Lei, Rong Jin, Yiming Ying
Affiliations: Machine Intelligence Technology Lab, Alibaba Group; Department of Mathematics and Statistics, State University of New York at Albany, USA; Department of Mathematics, Hong Kong Baptist University, Kowloon, Hong Kong, China
Conference: nips 2022 (main track)
Keywords: Statistical Learning Theory;Algorithmic Stability;Shallow Neural Networks;Generalization Error
Decision: Poster
Title: OnePose++: Keypoint-Free One-Shot Object Pose Estimation without CAD Models
Authors: Xingyi He, Jiaming Sun, Yuang Wang, Di Huang, Hujun Bao, Xiaowei Zhou
Affiliations: Zhejiang University; The University of Sydney; Image Derivative Inc.
Conference: nips 2022 (main track)
Keywords: Object pose estimation;Local feature matching;Structure from motion
Decision: Poster
Title: Spending Thinking Time Wisely: Accelerating MCTS with Virtual Expansions
Authors: Weirui Ye, Pieter Abbeel, Yang Gao
Affiliations: UC Berkeley; Tsinghua University, Shanghai Qi Zhi Institute; Tsinghua University
Conference: nips 2022 (main track)
Keywords: Computer Go;Monte-Carlo Tree Search;Reinforcement learning;Adaptive;Acceleration
Decision: Poster
Title: An Investigation into Whitening Loss for Self-supervised Learning
Authors: Xi Weng, Lei Huang, Lei Zhao, Rao Anwer, Salman Khan, Fahad Shahbaz Khan
Affiliations: SKLSDE, Institute of Artiﬁcial Intelligence, Beihang University, Beijing, China; Mohamed bin Zayed University of Artiﬁcial Intelligence, UAE; Mohamed bin Zayed University of Artiﬁcial Intelligence, UAE; SKLSDE, Institute of Artiﬁcial Intelligence, Beihang University, Beijing, China
Conference: nips 2022 (main track)
Keywords: whitening;self-supervised learning;normalization;feature decorrelation
Decision: Poster
Title: LTMD: Learning Improvement of Spiking Neural Networks with Learnable Thresholding Neurons and Moderate Dropout
Authors: SIQI WANG, Tee Hiang Cheng, Meng-Hiot Lim
Affiliations: Electrical and Electronic Engineering, Nanyang Technological University, Singapore
Conference: nips 2022 (main track)
Keywords: Spiking neural networks;SNN;Spiking neuronal mechanism;SNN learning enhancement
Decision: Poster
Title: Theoretically Better and Numerically Faster Distributed Optimization with Smoothness-Aware Quantization Techniques
Authors: Bokun Wang, Mher Safaryan, Peter Richtarik
Affiliations: Texas A&M University, United States∗; KAUST, Saudi Arabia
Conference: nips 2022 (main track)
Keywords: Distributed optimization;smoothness matrices;gradient quantization
Decision: Poster
Title: SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning
Authors: Jianhong Wang, Yuan Zhang, Yunjie Gu, Tae-Kyun Kim
Affiliations: University of Freiburg, Germany; KAIST, South Korea; University of Bath, UK; Imperial College London, UK
Conference: nips 2022 (main track)
Keywords: Multi-Agent Reinforcement Learning;Shapley value;Q-Learning
Decision: Poster
Title: pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models
Authors: Zitao Liu
Affiliations: Computer Science and Engineering Department, Michigan State University, East Lansing, MI, United States; Guangdong Institute of Smart Education, Jinan University, Guangzhou, Guangdong, China; Think Academy International Education, TAL Education Group, Beijing, China
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: knowledge tracing;benchmark
Decision: Poster
Title: PerfectDou: Dominating DouDizhu with Perfect Information Distillation
Authors: Guan Yang, Minghuan Liu, Weijun Hong, Weinan Zhang, Fei Fang, Guangjun Zeng, Yue Lin
Affiliations: Carnegie Mellon University; Shanghai Jiao Tong University; NetEase Games AI Lab
Conference: nips 2022 (main track)
Keywords: reinforcement learning;poker games;card games;game AI
Decision: Poster
Title: Retrieval-Augmented Diffusion Models
Authors: Andreas Blattmann, Robin Rombach, Kaan Oktay, Jonas Müller, Björn Ommer
Affiliations: LMU Munich, MCML & IWR, Heidelberg University, Germany
Conference: nips 2022 (main track)
Keywords: Image Synthesis;Deep Generative Models;Retrieval-Augmented Models
Decision: Poster
Title: Spectral Bias in Practice: The Role of Function Frequency in Generalization
Authors: Sara Fridovich-Keil, Raphael Gontijo Lopes, Rebecca Roelofs
Affiliations: University of California, Berkeley; Google Brain
Conference: nips 2022 (main track)
Keywords: spectral bias;generalization;data augmentation;self-distillation;image classification
Decision: Poster
Title: PDSketch: Integrated Domain Programming, Learning, and Planning
Authors: Jiayuan Mao, Tomás Lozano-Pérez, Josh Tenenbaum, Leslie Kaelbling
Affiliations: MIT Computer Science & Artificial Intelligence Laboratory; MIT Computer Science & Artificial Intelligence Laboratory, MIT Department of Brain and Cognitive Sciences, Center for Brains, Minds and Machines
Conference: nips 2022 (main track)
Keywords: Model-Based Learning;Neuro-Symbolic Programming;Heuristic Planning
Decision: Poster
Title: EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine
Authors: Jiayi Weng, Min Lin, Shengyi Huang, Bo Liu, Denys Makoviichuk, Viktor Makoviychuk, Zichen Liu, Yufan Song, Ting Luo, Yukun Jiang, Zhongwen Xu, Shuicheng Yan
Affiliations: ♢Carnegie Mellon University; §Peking University; ‡Drexel University; ♯Snap; †Sea AI Lab; △NVIDIA; †Sea AI Lab, ∗Currently at OpenAI
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: reinforcement learning;speed up
Decision: Poster
Title: Posterior Refinement Improves Sample Efficiency in Bayesian Neural Networks
Authors: Agustinus Kristiadi, Runa Eschenhagen, Philipp Hennig
Affiliations: University of Tübingen and MPI for Intelligent Systems, Tübingen; University of Tübingen
Conference: nips 2022 (main track)
Keywords: Bayesian neural networks;predictive calibration;normalizing flows
Decision: Poster
Title: Deep Multi-Modal Structural Equations For Causal Effect Estimation With Unstructured Proxies
Authors: Shachi Deshpande, Kaiwen Wang, Dhruv Sreenivas, Zheng Li, Volodymyr Kuleshov
Affiliations: Department of Computer Science, Cornell Tech and Cornell University; Department of Computer Science, Cornell University
Conference: nips 2022 (main track)
Decision: Poster
Title: Bayesian Clustering of Neural Spiking Activity Using a Mixture of Dynamic Poisson Factor Analyzers
Authors: Ganchao Wei, Ian H Stevenson, Xiaojing Wang
Affiliations: Department of Statistics, University of Connecticut; Department of Psychological Sciences, University of Connecticut
Conference: nips 2022 (main track)
Keywords: neural spike data;clustering;dynamic Poisson factor model (DPFA);mixture of finite mixtures model;Markov chain Monte Carlo(MCMC);Laplace Approximation
Decision: Poster
Title: The Burer-Monteiro SDP method can fail even above the Barvinok-Pataki bound
Authors: Liam O'Carroll, Vaidehi Srinivas, Aravindan Vijayaraghavan
Affiliations: Department of Computer Science, Northwestern University, Evanston, IL 60208
Conference: nips 2022 (main track)
Keywords: non-convex optimization;semidefinite programming;Burer-Monteiro;manifold optimization;low-rank SDP
Decision: Poster
Title: Generative Status Estimation and Information Decoupling for Image Rain Removal
Authors: Di Lin, Xin WANG, Jia Shen, Renjie Zhang, Ruonan Liu, Miaohui Wang, Wuyuan Xie, Qing Guo, Ping Li
Affiliations: Shenzhen University, China; The Hong Kong Polytechnic University, Hong Kong; Center for Frontier AI Research, A*STAR, Singapore; Tianjin University, China
Conference: nips 2022 (main track)
Keywords: Rain Removal;Image Restoration;Generative Model
Decision: Poster
Title: Moderate-fitting as a Natural Backdoor Defender for Pre-trained Language Models
Authors: Biru Zhu, Yujia Qin, Ganqu Cui, Yangyi Chen, Weilin Zhao, Chong Fu, Yangdong Deng, Zhiyuan Liu, Jingang Wang, Wei Wu, Maosong Sun, Ming Gu
Affiliations: University of Illinois Urbana-Champaign; Meituan, Beijing, China; Department of Computer Science and Technology, Tsinghua University, Beijing, China; Zhejiang University, Hangzhou, China; School of Software, Tsinghua University, Beijing, China
Conference: nips 2022 (main track)
Keywords: Backdoor Defense;Pre-trained Language Models
Decision: Poster
Title: Momentum Adversarial Distillation: Handling Large Distribution Shifts in Data-Free Knowledge Distillation
Authors: Kien Do, Thai Hung Le, Dung Nguyen, Dang Nguyen, HARIPRIYA HARIKUMAR, Truyen Tran, Santu Rana, Svetha Venkatesh
Affiliations: Applied Artificial Intelligence Institute (A2I2), Deakin University, Australia
Conference: nips 2022 (main track)
Keywords: adversarial;data-free knowledge distillation;forgetting
Decision: Poster
Title: Dataset Inference for Self-Supervised Models
Authors: Adam Dziedzic, Haonan Duan, Muhammad Ahmad Kaleem, Nikita Dhawan, Jonas Guan, Yannis Cattan, Franziska Boenisch, Nicolas Papernot
Affiliations: University of Toronto and Vector Institute
Conference: nips 2022 (main track)
Keywords: self-supervised models;model stealing;defenses
Decision: Poster
Title: Measures of Information Reflect Memorization Patterns
Authors: Rachit Bansal, Danish Pruthi, Yonatan Belinkov
Affiliations: Amazon Web Services; Work done while at Carnegie Mellon University, prior to joining Amazon.; Technion – Israel Institute of Technology; Supported by the Viterbi Fellowship in the Center for Computer Engineering at the Technion.; Delhi Technological University; Work done during a visit at the Technion, Israel. The author is now at Google Research India.
Conference: nips 2022 (main track)
Keywords: OOD generalization;memorization;spurious correlations;challenge sets;evaluation;model selection;information
Decision: Poster
Title: Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments
Authors: Yining Chen, Elan Rosenfeld, Mark Sellke, Tengyu Ma, Andrej Risteski
Affiliations: Stanford University; Carnegie Mellon University
Conference: nips 2022 (main track)
Keywords: Domain generalization;out-of-distribution generalization;invariant risk minimization;IRM;deep learning theory;domain generalization theory
Decision: Poster
Title: Interpolation and Regularization for Causal Learning
Authors: Leena Chennuru Vankadara, Luca Rendsburg, Ulrike Luxburg, Debarghya Ghoshdastidar
Affiliations: University of Tübingen, Tübingen AI Center; Technical University of Munich
Conference: nips 2022 (main track)
Keywords: Causality;Interpolation;High-dimensional linear regression
Decision: Poster
Title: DOMINO: Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning
Authors: Yao Mu, Yuzheng Zhuang, Fei Ni, Bin Wang, Jianyu Chen, Jianye Hao, Ping Luo
Affiliations: The University of Hong Kong; Huawei Noah’s Ark Lab; Tianjin University; Tsinghua University
Conference: nips 2022 (main track)
Keywords: Reinforcement Learning;Dynamics Generalization;Meta Reinforcement Learning
Decision: Poster
Title: A Policy-Guided Imitation Approach for Offline Reinforcement Learning
Authors: Haoran Xu, Li Jiang, Li Jianxiong, Xianyuan Zhan
Affiliations: JD Technology, Beijing, China; Shanghai AI Laboratory, Shanghai, China; Tsinghua University, Beijing, China
Conference: nips 2022 (main track)
Keywords: Offline RL
Decision: Highlighted
Title: Neural Payoff Machines: Predicting Fair and Stable Payoff Allocations Among Team Members
Authors: Daphne Cornelisse, Thomas Rood, Yoram Bachrach, Mateusz Malinowski, Tal Kachman
Affiliations: DeepMind, UK; Department of Artificial Intelligence, Radboud University, Netherlands; Donders Institute for Brain, Cognition and Behavior, Radboud University, Netherlands; Department of Artificial Intelligence, Radboud University, Netherlands
Conference: nips 2022 (main track)
Keywords: Cooperative games theory;Coalitional games;Shapley values;Bahnhof power index;The Core
Decision: Poster
Title: ConfLab: A Data Collection Concept, Dataset, and Benchmark for Machine Analysis of Free-Standing Social Interactions in the Wild
Authors: Calanir Luthion
Affiliations: Rensselaer Polytechnic Institute, New York, USA; Delft University of Technology, Delft, The Netherlands
Conference: nips 2022 (Datasets & Benchmarks track)
Keywords: Social Human Behavior;In-the-Wild Dataset;Free-standing Conversations
Decision: Poster
Title: Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization
Authors: Aniket Das, Bernhard Schölkopf, Michael Muehlebach
Affiliations: Indian Institute of Technology Kanpur; Currently at Google Research; Max Planck Institute for Intelligent Systems
Conference: nips 2022 (main track)
Keywords: Minimax Optimization;Smooth Games;Nonconvex-Nonconcave Minimax Optimization;Sampling without Replacement;Random Reshuffling;Shuffle Once;Incremental Gradient;Gradient Descent Ascent;Proximal Point Method;Alternating Gradient Descent Ascent
Decision: Poster
Title: Unsupervised Object Detection Pretraining with Joint Object Priors Generation and Detector Learning
Authors: Yizhou Wang, Meilin Chen, SHIXIANG TANG, Feng Zhu, Haiyang Yang, LEI BAI, Rui Zhao, Yunfeng Yan, Donglian Qi, Wanli Ouyang
Affiliations: SenseTime Research; The University of Sydney; Zhejiang University; Nanjing University; Shanghai AI Laboratory
Conference: nips 2022 (main track)
Decision: Poster