2024 Youtube Contents
Description μ˜μƒ μ—…λ‘œλ“œ μΉ΄ν…Œκ³ λ¦¬ μž…λ‹ˆλ‹€.
Date Material
πŸ“Œ AI
Nature AI μƒμ„±λ¬Όλ‘œ 닀양성은 0으둜 μˆ˜λ ΄ν•œλ‹€. (2024λ…„ 7μ›” Nature λ…Όλ¬Έ) [Youtube]
ACL 2024 GPT λͺ¨λΈμ€ λžœλ€ν•œ 지식에 μ ‘κ·Όν•  수 μ—†λ‹€. [Youtube]
ICLR 2023 κ²©μžμ„Έν¬, μž₯μ†Œμ„Έν¬, and Blind Agent [Youtube]
Nature 인곡지λŠ₯의 마음이둠 (Theory of Mind in 2024 ) [Youtube]
πŸ“Œ Machine Learning
Jensen's Inequality [Youtube]
Evidence Lower Bound (ELBO), VAE [Youtube]
πŸ“Œ LLMs
Prover-Verifier Games Improve Legibility of LLM Outputs [TBD]
Probabilistic Inference for LLM (ICML 2024 Best Paperλ₯Ό 읽기 μœ„ν•œ μ€€λΉ„) [Youtube]
πŸ“Œ Mechanistic Interpretability
Anthropic Transformer Induction Head [Youtube]
Anthropic Scaling Monosemanticity 4/5, UMAP [Youtube]
ICML 2024 In-context Learning and In-context Vector [Youtube]
ICML 2024 WS Implicit Vocabulary in GPT [Youtube]
ICML 2024 WS Dictionary Learning for Language Model Interpretability with Board Game Models [OpenReview]
ICML 2024 WS The Geometry of Categorical and Hierarchical Concepts [OpenReview]
ICML 2024 Model Surgery: Modulating LLM's Behavior Via Simple Parameter Editing [Youtube]
πŸ“Œ Causality
NeurIPS 2022 Indirect Effect and Locating Factuality in GPT [Youtube]
CLR Distributed Alignment Search (Intuition) [Youtube]
CLR Distributed Alignment Search (Detailed Mathematical Formulation) [Youtube]
CLR Distributed Alignment Search (Philosophy) [Youtube]
CLR Distributed Alignment Search (Easy Math) [Youtube TBD]
NeurIPS 2023 Distributed Alignment Search (Application with Alpaca) [Youtube TBD]
πŸ“Œ Quantization
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits [Youtube]
πŸ“Œ Diffusion
Anomaly Detection with Diffusion [Youtube]
Rectified Flow (Flow Straight and Fast) [Youtube]