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Paper Review Study for Machine Learning

1st Presentation

20.04.06

  • Meta Reinforcement Learning as Task Inference
  • Character Region Awareness for Text Detection

20.04.13

  • Efficient Off-Policy Meta-Reinforcement Learning via Probabilistic Context Variables
  • Bi-Directional Cascade Network for Perceptual Edge Detection

20.04.20

  • Fast Interactive Object Annotation with Curve-GCN
  • Do NLP Models Know Numbers? Probing Numeracy in Embeddings

20.04.27

  • Automatic Chemical Design Using a Data-Driven Continuous Representation of Molecules
  • Feature Denoising for Improving Adversarial Robustness

20.05.04

  • Factorization Machine
  • Solving the Defect in Application of Compact Abating Probability to Convolutional Neural Network Based Open Set Recognition

20.05.11

  • Auto-Encoding Variational Bayes
  • Are Noisy Sentences Useless for Distant Supervised Relation Extraction?

2nd Presentation

20.05.18

  • Sequential Decision Making Problems
  • StarGAN v2: Diverse Image Synthesis for Multiple Domains

20.05.25

  • DeepLab Series
  • Causal Confusion in Imitation Learning

20.06.01

  • Unsupervised Person Re-identification by Soft Multilabel Learning
  • Adversarial Examples Are Not Bugs, They Are Features

20.06.08

  • Discriminator Rejection Sampling
  • Super-Resolving Very Low-Resolution Face Images with Supplementary Attributes

20.06.15

  • Detection and Analysis of Self-Disclosure in Online News Commentaries
  • Session-based Recommendations with Recurrent Neural Networks

20.06.22

  • A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks
  • Bidirectional Attention Flow for Machine Comprehension

3rd Presentation

20.06.29

  • Momentum Contrast for Unsupervised Visual Representation Learning
  • MULAN: Multitask Universal Lesion Analysis Network for Joint Lesion Detection, Tagging, and Segmentation

20.07.06

  • Meta-learning: Learning-to-Learn in Neural Networks
  • Deep Transfer Learning for Multiple Class Novelty Detection

20.07.13

  • Slowing Down the Weight Norm Increase in Momentum-based Optimizers
  • Joint Modelling of Emotion and Abusive Language Detection

20.07.20

  • Exploration Strategies in Reinforcement Learning
  • Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network

20.07.27

  • Reinforcement Learning for Molecular Design Guided by Quantum Mechanics
  • Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

20.08.03

  • Outlier Exposure with Confidence Control for Out-of-Distribution Detection
  • Session-based Recommendation with Graph Neural Networks

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