김초은
Fair AI platform
이해영
Bayesian Low-Rank Adaptation for Large Language Models
정유립
AI Agent: Microsoft and Anthropic
AI Agent: MCP and A2A
박석훈
ChatGPT for Research and Publication
Tracing the thoughts of a LLM
정한교
TabPFNv2
이경선
LLMs Coding Capabilities
1. Kearns et al. – Preventing Fairness Gerrymandering
3. Kearns et al. – An Empirical Study of Rich Subgroup Fairness for Machine Learning
신윤섭
2. Gohar and Cheng – A Survey on Intersectional Fairness
4. Molina and Loiseau – Bounding and Approximating Intersectional Fairness
5. Foulds et al. – An Intersectional Definition of Fairness
6. Shui et al. – On Learning Fairness and Accuracy on Multiple Subgroups
이지후
7. Hu et al. – 2024 – A Sequentially Fair Mechanism for Multiple Sensitive AttributesFair AI platform
박세현
8. Tian et al. – Multifair Model Fairness with Multiple Sensitive Attributes
Palantir
ResAD: A Simple Framework for Class Generalizable Anomaly Detection
TabPFN
Training Unbiased Diffusion Models from Biased Dataset
Deep research
Label-free CBM
이성은
Prompt Engineering
Deepseek-R1 PPT
XBART
Stable Conformal Prediction sets – 2022 ICML
Derandomized novelty detection with FDR control via conformal e-values – 2023 NeurIPS
박진원
Conformalized fairness via quantile regression – 2022 NeurIPS
Improving Expert Predictions with Conformal Prediction – ICML 2023
Improving Uncertainty Quanitifcaion of Deep Classifiers via Neighborhood Conformal Prediction – AAAI 2023
안영민
Class-conditional conformal prediction with many classes – 2023 NeurIPS
김건웅
Conformal Prediction with Large Language Models for Multi-choice Question Answering – ICML 2023 workshop
정휘창
Conformal Prediction with Missing Values – 2023 ICML
Conformal Prediciton via Regression-as-classification – 2024 ICLR
박찬무
Testing for outliers with conformal p-values – 2023 Annals
Verifiably Robust Conformal Prediction – 2024 NeurIPS
최성식
Conformal meta-learners for predictive inference of individual treatment effects. – 2024 NeurIPS
Conformal Prediction for Deep Classifier via Label Ranking – 2024 ICML
Conformal Language Modeling – 2024 ICLR
An Information Theoretic Perspective on Conformal Prediction – 2024 NeurIPS
Large language model validity via enhanced conformal prediction methods – 2024 NeurIPS
세미나 자료
ML-Section1
ML-Section2
ML-Section3
ML-Section4
ML-Section5
Localization_Analysis.pdf
