20250306
20250320
20250325

정한교

Palantir

이경선

ResAD: A Simple Framework for Class Generalizable Anomaly Detection

이지후

TabPFN

김초은

Training Unbiased Diffusion Models from Biased Dataset

신윤섭

Deep research

정유립

Label-free CBM

20250211
20250225

이성은

Prompt Engineering

박세현

Deepseek-R1 PPT

박석훈

XBART

202502
Conformal Prediction

박석훈

Stable Conformal Prediction sets – 2022 ICML

이경선

Derandomized novelty detection with FDR control via conformal e-values – 2023 NeurIPS

박진원

Conformalized fairness via quantile regression – 2022 NeurIPS

신윤섭

Improving Expert Predictions with Conformal Prediction – ICML 2023

이지후

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

정한교

Conformal Prediciton via Regression-as-classification – 2024 ICLR

박찬무

Testing for outliers with conformal p-values – 2023 Annals

박세현

Verifiably Robust Conformal Prediction – 2024 NeurIPS

최성식

Conformal meta-learners for predictive inference of individual treatment effects. – 2024 NeurIPS

정유립

Conformal Prediction for Deep Classifier via Label Ranking – 2024 ICML

이해영

Conformal Language Modeling – 2024 ICLR

김초은

An Information Theoretic Perspective on Conformal Prediction – 2024 NeurIPS

이성은

Large language model validity via enhanced conformal prediction methods – 2024 NeurIPS

202501
Statistical learning theory

세미나 자료

ML-Section1

ML-Section2

ML-Section3

ML-Section4

ML-Section5 

Localization_Analysis.pdf

2024-하반기

Author
admidea
Date
2025-03-25
Views
27
202408
LLM


이경선

이성은

조영래


김초은

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) Network


이해영


정한교

Neural Machine Translation by jointly learning to align and translate


박세현

Attention is all you need


신윤섭

(ViT) AN IMAGE IS WORTH 16X16 WORDS: TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE (ICLR 2021)


이해영

Swin Transformer: Hierarchical Vision Transformer using Shifted Windows


박세현

Improving Language Understanding by Generative Pre-Training


조영래

BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding


이성은

GPT-2: Language Models are Unsupervised Multitask Learners


정한교

GPT-3: GLanguage models are few show Learners


김초은

LLMs are Zero Shot Reasoners


이경선

CLIP: Learning Transferable Visual Models From Natural Language Supervision


신윤섭

Stable Diffusion: High-Resolution Image Synthesis with Latent Diffusion Models


정휘창

Diffusion Model


20241004
LLM with Prof.


이성은

RNN & LSTM


정한교

Seq2Seq & Attention


신윤섭

Transformer


이해영

Speech & Vision Transformer


김초은

GPT1,2,3 + LLM(In-context learning)


박세현

Transformer-based Multivariat time Series. Foundation model for time series


조영래

BERT & GPT


이경선

Multimodal

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