Machine Learning Study in 2024

Weekly Presentation

Week	Date	Lecturer	Contents	Refs & Materials
1	2023-11-12	Jinheung Kim	SYMBA, DL4SymMath	SYMBA (arXiv) DL4SymMath (arXiv), (code)
2	2023-12-02	Yeji Park	Parameter estimation, SGWB	Notebook for MLP Notebook for MPE PBH & SGWB (arXiv)
3	2023-12-10	Soojin Lee	Data analysis using ParticleNet	Note (PDF) ParticleNet (arXiv) DGCNN (arXiv)
4	2023-12-17	Tae-Geun Kim	Transformer review & The principle of least action	Slide for Transformer (PDF) Slide for Least Action (PDF) Least_Action (Github) RL for Least Action (arXiv)
5	2023-12-23	Donghun Yi Tae-Geun Kim	The first offline meeting D. Yi: Hyperspectral Imaging T.-G. Kim: AI News	Weak-to-strong generalization life2vec (Github) Coscientist Forecasting of chaotic systems LLM inference in single gpu Midjourney v6
6	2024-01-21	Tae-Geun Kim	More about Least Action	Least_Action (Github)
7	2024-02-04	Soojin Lee	3D Gaussian Splatting	3D Gaussian Splatting (Web) NeRF (arXiv)
8	2024-02-18	Jinheung Kim	Review of GNN	Slide A review of GNN (Article) GNN in Particle Physics (arXiv)
9	2024-02-25	Yeji Park	Predict Hubble constant	Jupyter notebook DL approach to Hubble parameter (Article)
10	2024-03-10	Donghun Yi	Self supervised learning	SSL: A Succinct Review (Article) Predicting Image Rotations (arXiv) Solving Jigsaw Puzzles (arXiv) Image Colorization (Article)
11	2024-03-24	Tae-Geun Kim	AI news & DeepONet	DeepONet from scratch (Github) DeepONet (Journal) Claude3 (Article) Devin Mamba (arXiv)
12	2024-04-07	Donghun Yi	Anomaly detection in HSI	Proxy based HSI (Article)
13	2024-05-11	Tae-Geun Kim	AI news & Neural Hamilton	Neural Hamilton (Slide) KAN (arXiv) Awesome KAN (Github) Phi 3 (arXiv)
14	2024-05-19	Yeji Park	RL for Primordial Perturbation	2401.11142
15	2024-06-02	Soojin Lee	Heterogenous Graph Attention Network	HAN (arXiv) HAN (Github) PyTorch HAN (Github)
16	2024-06-16	Tae-Geun Kim	Mamba & SSMs	Slide (PDF) Mamba (arXiv) S4 (arXiv) HiPPO (arXiv)
17	2024-06-30	Soojin Lee	Kolmogorov-Arnold Network	KAN (arXiv) PyKAN (Github)
18	2024-07-07	Soojin Lee	KAN Part 2	KAN (arXiv) BSpline (PDF)
19	2024-07-13	Jinheung Kim	Survey of KAN	Slide (Keynote + PDF)
20	2024-07-27	Yeji Park	NN based reconstruction for pnG	paper (arXiv) U-Net (arXiv)
21	2024-08-03	Donghun Yi	HyperKAN	HyperKAN (arXiv)
22	2024-09-01	Tae-Geun Kim	HyperbolicLR	HyperbolicLR (arXiv) HyperbolicLR (github)