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 :
Federated Bayesian Optimization via Thompson Sampling

Keywords:
Federated Learning
Bayesian Optimization
Random Fourier Features
Thompson Sampling
Federated Bayesian Optimization
Hyp…

• Date

  2024.04.02.

• Speaker

  구본영

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

Topic :
Tabular Data and Neural Nerworks

Keywords:
Deep tabular learning,
Numerical Feature embedding,



Reference:
1. Grinsztajn, Léo, Edouard Oyallon, and Gaël Varoquaux. "Why do tree-b…

• Date

  2024-02-29

• Speaker

  김현호

Topic:
Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy

keywords:
Transformer
Anomaly detection
Time series Anomaly Detection

Reference:
[Presentation]
Trans…

• Date

  2024.02.22

• Speaker

  김찬호

Topic:
Are We Certain It's Anomalous?

keywords:
Anomaly detection
Time series Anomaly Detection GAN(TadGAN)
Hyperbolic neural networks
Hyperbolic space (Poincaré ball)
Model uncertainty

Re…

• Date

  2024.02.01

• Speaker

  이형권

Topic:
Feature Selection

keywords:
Embedded Feature Selection
Feature Importance
Self-Supervised Learning

[이 게시물은 관리자님에 의해 2024-02-26 13:30:13 Seminar에서 이동 됨]

[이 게시물은 관리자님에 의해 2024-02-26 13:3…

• Date

  2024.01.25.

• Speaker

  김찬호

Topic:
Neural Collaboratvie Filtering

keywords:
Collaborative Filtering
Neural Networks
Deep Learning
Matrix Factorization,
Implicit Feedback

Reference:
Xiangnan He, Lizi Liao, Hanwang Z…

• Date

  2024.01.25

• Speaker

  김남현

Topic
- Domain Adaptation under monotonic causal shift via Surrogate Domain Estimation (DASDE)
- Domain Adaptation under monotonic causal shift via Causal Distribution Transformation (DACDT)

Keyw…

• Date

  2024.01.11.

• Speaker

  부도현

Topic:
Heterogeneous Matrix Factorization

keywords:
Matrix Factorization
Heterogeneous sources
Feature Extraction
Distributed

[이 게시물은 관리자님에 의해 2024-02-26 13:30:13 Seminar에서 이동 됨]

[이 게시물은 관리자…

• Date

  2024.01.16

• Speaker

  김철규