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 :
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

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:
Collaborative and Distributed Bayesian Optimization via Consensus

Keywords:
Bayesian Optimization
Federated Learning
Distributed

[이 게시물은 관리자님에 의해 2024-02-26 13:28:36 Seminar에서 이동 됨]
…

• Date

  2024.02.15

• Speaker

  김철규

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:
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:
Causality Inspired Representation Learning for Domain Generalization

keywords:
Causal Inference
Domain Adaptation
Out-of-Distribution
Representation Learning
Adversarial Learning

Re…

• Date

  2024.01.18.

• Speaker

  변유정

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:
Object pose estimation

Keywords:
Two dimensional displays
Pose estimation
Real-time
Multiple person
Part affinity fields

Reference:
Cao et al., “OpenPose: Realtime Multi-Person 2D …

• Date

  2023.11.30

• Speaker

  김주헌

Topic:
MAML: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

Keywords:
meta learning
MAML
few shot learning

Reference:
Chelsea Finn, Pieter Abbeel, Sergey Levine. " Model-…

• Date

  2023.11.30

• Speaker

  최승준