Large Language Models

(VLM survey) (Part 6; Performance Comparison & Future Works)

3 minute read

arxiv 2024

(VLM survey) (Part 5; VLM Knowledge Distillation)

10 minute read

arxiv 2024

(VLM survey) (Part 4; VLM Transfer Learning)

11 minute read

arxiv 2024

(VLM survey) (Part 3; VLM Pretraining)

8 minute read

arxiv 2024

(VLM survey) (Part 2; VLM Foundations & Datasets)

3 minute read

arxiv 2024

(VLM survey) (Part 1; Intro & Background)

6 minute read

arxiv 2024

Large Language Models; A Survey (Part 4)

7 minute read

arxiv 2024

Large Language Models; A Survey (Part 3)

7 minute read

arxiv 2024

Large Language Models; A Survey (Part 2)

9 minute read

arxiv 2024

Large Language Models; A Survey (Part 1)

7 minute read

arxiv 2024

(Diffusion survey) (Part 1; xxx)

4 minute read

Diffusion Models and Representation Learning; A Survey (TPAMI 2024)

(Diffusion survey) (Part 1; xxx)

6 minute read

Diffusion Models and Representation Learning; A Survey (TPAMI 2024)

Vision-Language Models (VLMs)

4 minute read

TinyGPT-V; Efficient Multimodal Large Language Model via Small Backbones

1 minute read

arxiv 2023

Perceiver IO; A General Architecture for Structured Inputs & Outputs

less than 1 minute read

NExT-GPT; Any-to-Any Multimodal LLM

2 minute read

ICML 2024 Oral

Mixture-of-Experts with Expert Choice Routing

2 minute read

NeurIPS 2022

KAN; Kolmogorov–Arnold Networks

3 minute read

arxiv 2024

ImageBind; One Embedding Space To Bind Them All

1 minute read

CVPR 2023 Highlighted Paper

DeepSpeed

2 minute read

Offload

1 minute read

Offload, DeepSpeed

Meta-Transformer; A Unified Framework for Multimodal Learning

less than 1 minute read

arxiv 2023

Byte Latent Transformer; Patches Scale Better Than Tokens

1 minute read

FAIR 2024

Janus-Pro; Unified Multimodal Understanding and Generation with Data and Model Scaling

3 minute read

arxiv 2025

An Inverse Scaling Law for CLIP Training

1 minute read

NeurIPS 2023

Gradient Checkpointing

1 minute read

Q-LoRA

2 minute read

HydraLoRA; An Asymmetric LoRA Architecture for Efficient Fine-Tuning

1 minute read

NeurIPS 2024 Oral

Quantization

less than 1 minute read

Float32 vs Float16 vs BFloat16

NV-Embed; Improved Techniques for Training LLMs as Generalist Embedding Models

1 minute read

ICLR 2025 under review, arxiv 2024

LLM 모델 파인튜닝을 위한 GPU 최적화 (4)

6 minute read

분산 처리 기법

LLM 모델 파인튜닝을 위한 GPU 최적화 (3)

2 minute read

Hugging Face & PEFT

Fine-Grained Abnormality Prompt Learning for Zero-shot Anomaly Detection

4 minute read

ICLR 2025 under review, arxiv 2024

LCM-LoRA; A Universal Stable-Diffusion Acceleration Module

less than 1 minute read

arxiv 2023

LLM 모델 파인튜닝을 위한 GPU 최적화 (2)

3 minute read

GPU vs CPU

Training LLMs to Reason in a Continuous Latent Space

2 minute read

arxiv 2024

NLP Tasks

2 minute read

LLM 모델 파인튜닝을 위한 GPU 최적화 (1)

3 minute read

LLM & GPU

GPU 설명

2 minute read

feat ChatGPT

Active prompting

5 minute read

ACL 2024

Consistency Models – Optimizing Diffusion Models Inference

1 minute read

ICML 2023

DeepSeek-R1; Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

3 minute read

arxiv 2025

Titans; Learning to Memorize at Test Time

4 minute read

arxiv 2024

RAG 실습

2 minute read

feat 테디노트

Large Concept Models; Language Modeling in a Sentence Representation Space

4 minute read

arxiv 2024

Byte Latent Transformer; Patches Scale Better Than Tokens

3 minute read

arxiv 2024

Training Large Language Models to Reason in a Continuous Latent Space

1 minute read

arxiv 2024

VQ-VAE

1 minute read

Neural Discrete Representation Learning (NeurIPS 2017)

Hymba; A Hybrid-head Architecture for Small Language Models

2 minute read

ICLR 2025

LLaMA-Mesh; Unifying 3D Mesh Generation with Language Models

1 minute read

arxiv 2024

DALL-E; Zero-Shot Text-to-Image Generation

1 minute read

ICML 2021

TokenFormer; Rethinking Transformer Scaling with Tokenized Model Parameters

1 minute read

ICLR 2025

Transformers Can Do Arithmetic with the Right Embeddings

less than 1 minute read

NeurIPS 2024

CLLMs; Consistency Large Language Models

2 minute read

ICLR 2024

Towards Time-Series Reasoning with LLMs

2 minute read

NeurIPSW TSALM 2024

Metadata Matters for Time Series; Informative Forecasting with Transformers

2 minute read

ICLR 2025 submission

LeMoLE; LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting

3 minute read

ICLR 2025 submission

LLM-Mixer; Multiscale Mixing in LLMs for Time Series Forecasting

1 minute read

LLM-TS Integrator; Integrating LLM for Enhanced Time Series Modeling

less than 1 minute read

NeurIPSW TSALM 2024

Are Language Models Actually Useful for Time Series Forecasting?

1 minute read

NeurIPS 2024

ReFT; Representation Finetuning for Language Models

1 minute read

NeurIPS 2024

Mixture-of-Agents Enhances Large Language Model Capabilities

less than 1 minute read

ICLR 2025

The Era of 1-bit LLMs; All Large Language Models are in 1.58 Bits

1 minute read

arxiv 2024

Self-Rewarding Language Models

1 minute read

ICML 2024

Fast Inference of Mixture-of-Experts Language Models with Offloading

3 minute read

arxiv 2023

Orca 2; Teaching Small Language Models How to Reason

2 minute read

arxiv 2023

CodeFusion; A Pre-trained Diffusion Model for Code Generation

2 minute read

EMNLP 2023

Table-GPT; Table-tuned GPT for Diverse Table Tasks

less than 1 minute read

SIGMOD 2024

ORPO; Large Language Models As Optimizers

1 minute read

ICLR 2024

Code Llama

2 minute read

arxiv 2023

Orca; Progressive Learning from Complex Explanation Traces of GPT-4

1 minute read

arxiv 2023

LongNet; Scaling Transformers to 1,000,000,000 Tokens

less than 1 minute read

arxiv 2023

LIMA; Less Is More for Alignment

1 minute read

NeurIPS 2023

Shepherd; A Critic for Language Model Generation

less than 1 minute read

arxiv 2023

Universal and Transferable Adversarial LLM Attacks

1 minute read

From Sparse to Soft Mixture of Experts (SoftMoE)

1 minute read

ICLR 2024

Neural ODE

1 minute read

NeurIPS 2018 Best paper

Low Rank Adaptation (LoRA)

less than 1 minute read

ICLR 2021

Prompt Tuning

1 minute read

PEFT, Prompt Tuning

(LLM 교재) 3.프롬프트 엔지니어링의 첫 번째 단계

2 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 3.프롬프트 엔지니어링의 첫 번째 단계

2 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 2.LLM을 이용한 의미 기반 검색 - 실습 2

2 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 2.LLM을 이용한 의미 기반 검색 - 실습 2

3 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 2.LLM을 이용한 의미 기반 검색 - 실습 1

4 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 2.LLM을 이용한 의미 기반 검색

5 minute read

쉽고 빠르게 익히는 실전 LLM

(LLM 교재) 1.LLM 소개

1 minute read

쉽고 빠르게 익히는 실전 LLM

Time-LLM; TS Forecasting by Reprogrammming LLM

5 minute read

ICLR 2024

Lag-Llama; Towards Foundation Models for Time Series Forecasting

3 minute read

Workshop on Robustness of Few-shot and Zero-shot Learning in Foundation Models at NeurIPS 2023

TimeGPT-1

4 minute read

arxiv 2023

One Fits All; Power General TS Analysis by Pretrained LM

1 minute read

NeurIPS 2023

(paper 101) LLM4TS; Two-stage Fine-tuning for TSF with Pretrained LLMs

4 minute read

2023