Archive of Reading Group #

Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction
WWW 2019
paper | slides | Jiangjiao Xu | June 20

Bayesian temporal factorization for multidimensional time series prediction
IEEE PAMI 2021
paper | slides | Jiangjiao Xu | June 13

Discrete Fourier Transform and Random Fourier Features
Data-Driven Science and Engineering, Chapter 2: 47–83, 2019
slides | Phoenix Williams | June 9

Global Optimization via Inverse Distance Weighting and Radial Basis Functions
Comput. Optim. Appl., 77: 571–595, 2020
paper | slides | Jiahao Zhou | May 30

Sequential Monte Carlo: Theory and Applications
Foundations and Trends in Machine Learning, 12(3): 307–392, 2019
paper | slides | Peili Mao | May 23

Generalized Homotopy Approach to Multiobjective Optimization
J. Optimiz. Theory App., 110: 557–583, 2001
paper | slides | Yongqi Feng | Mar 15

Machine Learning Approaches in Programming Language Type Inference
slides | Jiancheng Qian | Mar 7

OOD-MAML: Meta-Learning for Few-ShotOut-of-Distribution Detection and Classification
NIPS 2020
paper | slides | Jiangjiao Xu | Jan 31

Domination Measure: A New Metric for Solving Multiobjective Optimization
INFORMS J. Comput., 32(3): 565–581, 2020
paper | slides | Xinyu Shan | Jan 24

ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
ICLR 2020
paper | slides | Shasha Zhou | Jan 3

Surrogate Assisted Evolutionary Algorithms, Fan Li Dec 27
[slides]

RoboGrammar: Graph Grammar for Terrain-Optimized Robot Design, ACM Trans. Graphics. Jiahao Zhou Dec 20
[ paper] [slides]

Optimization, Fast and Slow: Optimally Switching Between Local and Bayesian Optimization, ICML 2018. Guozhao Wei Dec 13
[ paper] [slides]

Ordinal Regression with Multiple Output CNN for Age Estimation, CVPR 2016. Guiyu Lai Nov 29
[ paper] [ slides]

Towards Fast Adaptation of Neural Architectures with Meta Learning, ICLR 2020. Shasha Zhou Nov 22
[ paper] [ slides]