Awesome Personalized Large Multimodal Models

📝 A curated list about Personalized Multimodal Models, Personalized Representation Learning~ 📚

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🌱 Contributing

Please feel free to create a pull request to add papers or edit any informations:

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Table of Contents

• Blogs + Frameworks
• Papers
  • Personalized Large Multimodal Models
  • Personalized Representation Learning
• Datasets

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* 🙋‍♀️ Personalization has been extensively explored in AI/ML/CV... It's now time for personalizing Large Multimodal Models! 🙋‍♀️*
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Blogs + Frameworks

Blogs:

• Personal Intelligence: Connecting Gemini to Google apps | Google | 2026
• Memory and new controls for ChatGPT | OpenAI | 2024

Frameworks:

• mem0 | Universal memory layer for AI Agents |
• Graphiti | Build Real-Time Knowledge Graphs for AI Agents |
• nanobot | Ultra-lightweight personal AI assistant |
• OpenClaw | Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 |

Papers

Personalized Large Multimodal Models

Title	Venue	Year	Input	Output	Link/ Code
─── Unified Models ───
TAMEing Long Contexts in Personalization: Towards Training-Free and State-Aware MLLM Personalized Assistant	KDD	2025	image, text	image, text	Code
UniCTokens: Boosting Personalized Understanding and Generation via Unified Concept Tokens	NeurIPS	2025	image, text	image, text	Page
YoChameleon: Personalized Vision and Language Generation	CVPR	2025	image, text	image, text	Page
─── Vision Language Model ───
Contextualized Visual Personalization in Vision-Language Models	arXiv	2026	image, text	text	Code
Online-PVLM: Advancing Personalized VLMs with Online Concept Learning	arXiv	2025	image, text	text
MMPB: It's Time for Multi-Modal Personalization	NeurIPS	2025	image, text	text	Page
RePIC: Reinforced Post-Training for Personalizing Multi-Modal Language Models	NeurIPS	2025	image, text	text	Code
Training-Free Personalization via Retrieval and Reasoning on Fingerprints	arXiv	2025	image, text	text
PVChat: Personalized Video Chat with One-Shot Learning	arXiv	2025	video, text	text
Concept-as-Tree: Synthetic Data is All You Need for VLM Personalization	arXiv	2025	image, text	text
Personalization Toolkit: Training Free Personalization of Large Vision Language Models	arXiv	2025	image, text	text
Personalized Large Vision-Language Models	arXiv	2024	image, text	text
MC-LLaVA: Multi-Concept Personalized Vision-Language Model	arXiv	2024	image, text	text	Code
Personalized Visual Instruction Tuning	ICLR	2025	image, text	text
Retrieval-Augmented Personalization for Multimodal Large Language Models	CVPR	2025	image, text	text	Page, Code
MyVLM: Personalizing VLMs for user-specific queries	ECCV	2024	image, text	text	Page, Code
Yo'LLaVA: Your Personalized Language and Vision Assistant	NeurIPS	2024	image, text	text	Page, Code
─── Large Language Models ───
PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants	ACL Findings	2025	text	text	Paper
PersonaMem-v2: Towards Personalized Intelligence via Learning Implicit User Personas and Agentic Memory	arXiv	2025	text	text	Data
Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale	COLM	2025	text	text
Scaling Synthetic Data Creation with 1,000,000,000 Personas	arXiv	2024	text	text
Personalized Large Language Models	ICDMw	2024	text	text
LaMP: When Large Language Models Meet Personalization	ACL	2024	text	text	Page, Code
Learning to Predict Persona Information forDialogue Personalization without Explicit Persona Description	ACL	2023	text	text
Call for Customized Conversation: Customized Conversation Grounding Persona and Knowledge	AAAI	2022	text	text	Code
A Personalized Dialogue Generator with Implicit User Persona Detection	COLING	2022	text	text
Personalizing Dialogue Agents: I have a dog, do you have pets too?	ACL	2018	text	text

Personalized Representation Learning

Title	Venue	Year	Link/ Code
Personalized Representation from Personalized Generation	ICLR	2025	Code
“This is my unicorn, Fluffy”: Personalizing frozen vision-language representations	ECCV	2024	Code

Datasets

Name	Year	# Concepts	Link	Notes
ConCon-Chi	2024	20	GitHub	with ConCon-Chi
PODS	2024	100	GitHub	with personalized-rep
MC-LLaVA	2024	--	GitHub	with MC-LLaVA, multiple concepts
Yo'LLaVA	2024	40	GitHub	with Yo'LLaVA, single concept
MyVLM	2024	29	GitHub	with MyVLM, single concept

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And good luck with your research! 🤗✨