Topic:
Converting tabular data into a 2D map of feature relationship

Keywords:
Tabular data
Feature correlation
Spatial proximity
Optimal transport
Interpretability

Reference:
Yan, R., Is…

• Date

  2025.03.12

• Speaker

  김주헌

Topic:
Dynamic Curriculum Learning for Imbalanced Data Classification

Keywords:
Curriculum Learning
Class Imbalance
Sampling Strategy
Triplet Loss

Reference:
Wang, Y., Gan, W., Yang, J., …

• Date

  2024.07.31.

• Speaker

  변유정

Topic:
Correlation Recurrent Units A Novel Neural Architecture for Improving the Predictive Performance of Time-Series Data

Keywords:
Neural network
RNN
STL Decomposition

Reference:
Sim, Su…

• Date

  2024.07.30.

• Speaker

  김찬호

Topic:
Periodic activation function

Keywords:
Neural network
Periodicity
Activation function
Extrapolation

Reference:
Liu et al., “Neural Networks Fail to Learn Periodic Functions and How …

• Date

  2024.07.23

• Speaker

  김주헌

Introduction to Bayesian Neural Networks

• Date

  2024.07.23

• Speaker

  이종석

Topic:
Kolmogorov-Arnold Networks

Keywords:
Kolmogorov–Arnold representation theorem
MLP
Deep learning
Interpretability
Continual Learning

• Date

  2024.07.10

• Speaker

  김철규

Topic:
Recommender System

Keywords:
GNN
GC-MC
Message passing
Matrix Factorization

Reference:
Berg, Rianne van den, Thomas N. Kipf, and Max Welling. "Graph convolutional matrix completion.…

• Date

  2024.06.04.

• Speaker

  김찬호

Topic:
ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation

keywords:
Semantic segmentation
Uncertainty estimation
Predictive uncertainty
Aleatoric …

• Date

  2024.04.16

• Speaker

  이형권

Topic:
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels

Keywords:
Bayesian Optimization
Few-Shot
Deep Kernels
Meta-Learning

• Date

  2024.04.02

• Speaker

  김철규

Topic :
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Keywords:
Gradient-weighted class activation map
Visual Explanations
Localization Map

Reference:
1. …

• Date

  2024.03.19.

• Speaker

  김찬호

Topic :
Linear Coefficient Estimation under Interaction Effect

Keywords:
Generalized Additive Models
Distributional Regression
Semi-Structured Effects
Mixture Density Networks

Reference:
1…

• Date

  2024.03.26.

• Speaker

  부도현

Topic :
Debiased Causal Tree: Heterogeneous Treatment Effects Estimation with Unmeasured Confounding

Keywords:
Causal Inference
Heterogeneous Treatment Effects Estimation
Causal Tree
Confoundi…

• Date

  2024.02.29.

• Speaker

  변유정