This repo contains notes and highlights on scientific papers that I read.
Highlighting Color Meanings:
Tags Highlights Title Year Link Framework Tsururu Tsururu: A Python-based Time Series Forecasting Strategies Library 2025 arxiv
Tags Highlights Title Year Link Segmentation U-Net U-Net: Convolutional Networks for Biomedical Image Segmentation 2015 arxiv
Natural Language Processing Tags Highlights Title Year Link cIE ReLiK ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget 2024 arxiv Embeddings Word2Vec 1 Efficient Estimation of Word Representations in Vector Space 2013 arxiv Word2Vec 2 Distributed Representations of Words and Phrases and their Compositionality 2013 arxiv GloVe GloVe: Global Vectors for Word Representation 2014 aclanthology LLM Transformer Attention Is All You Need 2017 arxiv DeepSeek-R1 DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning 2025 github RAG RAG4NLP Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks 2020 arxiv
Tags Highlights Title Year Link InsightPilot Demonstration of InsightPilot: An LLM-Empowered Automated Data Exploration System 2023 arxiv HLI An LLM-Based Approach for Insight Generation in Data Analysis 2025 arxiv
Tags Highlights Title Year Link Go game AlphaGo Lee Mastering the game of Go with deep neural networks and tree search 2016 nature AlphaGo Zero Mastering the game of Go without human knowledge 2017 nature
Tags Highlights Title Year Link Global SHAP A Unified Approach to Interpreting Model Predictions 2017 arxiv Global TCAV Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV) 2017 arxiv SAE Llama Scope Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders 2024 arxiv Loss Harmonic Loss Harmonic Loss Trains Interpretable AI Models 2025 arxiv
Tags Highlights Title Year Link People Life2Vec Using sequences of life-events to predict human lives 2023 nature CAD cadrille Multi-modal CAD Reconstruction with Online Reinforcement Learning 2025 arxiv
Glossary DNP - Distributed and Network Programming cIE - closed Information Extraction LLM - Large Language Model RAG - Retrieval Augmented Generation SAE - Sparse AutoEncoder - the most important concepts.
- tough and meaningfull.
- illustrative examples.
