공부 기록

기록은 공부다. 공부는 기록이다.

ML/DL 코어

• Beyond BatchNorm
• Uncertainty-aware Label Correction
• Encouraging Loss
• Elementary Folklore Construction
• Variational Autoencoder (VAE)

강화학습

• AlphaGo Zero
• SUNRISE
• Dreamer
• Conservative Q-Learning (CQL)
• Reward Is Enough
• PLASTIC
• Primacy bias and Reset
• High variance across runs / failed runs
• CrossQ
• Proto-RL
• Variational Intrinsic Successor Features (VISR)
• RL Papers at 2024 ICML

Domain/OOD generalization

• Learning Invariant predictor with Selective Augmentation (LISA)

기타

• Define-and-run vs Define-by-run
• Wasserstein distance 구현하기
• Quantile Regression

튜토리얼

• Control CartRacing-v2 environment using DQN from scratch