Personalizing Embodied Multimodal Large Language Model Agents over Long-term User Interactions
Fuente:
arXiv
Saved in:
| Main Authors: | Lee, Jeongeun, Park, Chanyoung, Lee, Dongha |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HIPPO-Video: Simulating Watch Histories with Large Language Models for Personalized Video Highlighting
by: Lee, Jeongeun, et al.
Published: (2025)
by: Lee, Jeongeun, et al.
Published: (2025)
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action
by: Kim, Tongyoung, et al.
Published: (2025)
by: Kim, Tongyoung, et al.
Published: (2025)
Personalized Reward Modeling for Text-to-Image Generation
by: Lee, Jeongeun, et al.
Published: (2025)
by: Lee, Jeongeun, et al.
Published: (2025)
PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization
by: Kim, Wonjoong, et al.
Published: (2026)
by: Kim, Wonjoong, et al.
Published: (2026)
Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History
by: Kim, Serin, et al.
Published: (2026)
by: Kim, Serin, et al.
Published: (2026)
CLARA: Classifying and Disambiguating User Commands for Reliable Interactive Robotic Agents
by: Park, Jeongeun, et al.
Published: (2023)
by: Park, Jeongeun, et al.
Published: (2023)
Beyond the Final Answer: Evaluating the Reasoning Trajectories of Tool-Augmented Agents
by: Kim, Wonjoong, et al.
Published: (2025)
by: Kim, Wonjoong, et al.
Published: (2025)
Personalize-then-Store: Benchmarking and Learning Personalized Memory for Long-horizon Agents
by: In, Yeonjun, et al.
Published: (2026)
by: In, Yeonjun, et al.
Published: (2026)
Towards Unified and Adaptive Cross-Domain Collaborative Filtering via Graph Signal Processing
by: Lee, Jeongeun, et al.
Published: (2024)
by: Lee, Jeongeun, et al.
Published: (2024)
Personalizing Large Language Models using Retrieval Augmented Generation and Knowledge Graph
by: Prahlad, Deeksha, et al.
Published: (2025)
by: Prahlad, Deeksha, et al.
Published: (2025)
Vision Language Model is NOT All You Need: Augmentation Strategies for Molecule Language Models
by: Lee, Namkyeong, et al.
Published: (2024)
by: Lee, Namkyeong, et al.
Published: (2024)
MSP-LLM: A Unified Large Language Model Framework for Complete Material Synthesis Planning
by: Noh, Heewoong, et al.
Published: (2026)
by: Noh, Heewoong, et al.
Published: (2026)
CONDESION-BENCH: Conditional Decision-Making of Large Language Models in Compositional Action Space
by: Hwang, Yeonjun, et al.
Published: (2026)
by: Hwang, Yeonjun, et al.
Published: (2026)
A Unified Framework for Motion Reasoning and Generation in Human Interaction
by: Park, Jeongeun, et al.
Published: (2024)
by: Park, Jeongeun, et al.
Published: (2024)
Region4Web: Rethinking Observation Space Granularity for Web Agents
by: Kwon, Donguk, et al.
Published: (2026)
by: Kwon, Donguk, et al.
Published: (2026)
IR-Agent: Expert-Inspired LLM Agents for Structure Elucidation from Infrared Spectra
by: Noh, Heewoong, et al.
Published: (2025)
by: Noh, Heewoong, et al.
Published: (2025)
SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World
by: Zhang, Jiaqi, et al.
Published: (2024)
by: Zhang, Jiaqi, et al.
Published: (2024)
Enabling Personalized Long-term Interactions in LLM-based Agents through Persistent Memory and User Profiles
by: Westhäußer, Rebecca, et al.
Published: (2025)
by: Westhäußer, Rebecca, et al.
Published: (2025)
Humanoid Artificial Consciousness Designed with Large Language Model Based on Psychoanalysis and Personality Theory
by: Kim, Sang Hun, et al.
Published: (2025)
by: Kim, Sang Hun, et al.
Published: (2025)
OPSD Compresses What RLVR Teaches: A Post-RL Compaction Stage for Reasoning Models
by: Kim, Jaehoon, et al.
Published: (2026)
by: Kim, Jaehoon, et al.
Published: (2026)
Unifying Inductive, Cross-Domain, and Multimodal Learning for Robust and Generalizable Recommendation
by: Chung, Chanyoung, et al.
Published: (2025)
by: Chung, Chanyoung, et al.
Published: (2025)
MoCoRP: Modeling Consistent Relations between Persona and Response for Persona-based Dialogue
by: Lee, Kyungro, et al.
Published: (2025)
by: Lee, Kyungro, et al.
Published: (2025)
Commonsense-augmented Memory Construction and Management in Long-term Conversations via Context-aware Persona Refinement
by: Kim, Hana, et al.
Published: (2024)
by: Kim, Hana, et al.
Published: (2024)
In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents
by: Tan, Zhen, et al.
Published: (2025)
by: Tan, Zhen, et al.
Published: (2025)
Is Functional Correctness Enough to Evaluate Code Language Models? Exploring Diversity of Generated Codes
by: Chon, Heejae, et al.
Published: (2024)
by: Chon, Heejae, et al.
Published: (2024)
Hierarchical Vision Language Action Model Using Success and Failure Demonstrations
by: Park, Jeongeun, et al.
Published: (2025)
by: Park, Jeongeun, et al.
Published: (2025)
Environmental Understanding Vision-Language Model for Embodied Agent
by: Bang, Jinsik, et al.
Published: (2026)
by: Bang, Jinsik, et al.
Published: (2026)
Modeling Layered Consciousness with Multi-Agent Large Language Models
by: Kim, Sang Hun, et al.
Published: (2025)
by: Kim, Sang Hun, et al.
Published: (2025)
Reasoning Structure Matters for Safety Alignment of Reasoning Models
by: In, Yeonjun, et al.
Published: (2026)
by: In, Yeonjun, et al.
Published: (2026)
AIM-DDI: A Model-Agnostic Multimodal Integration Module for Drug-Drug Interaction Prediction
by: Park, Yerin, et al.
Published: (2026)
by: Park, Yerin, et al.
Published: (2026)
IRL Dittos: Embodied Multimodal AI Agent Interactions in Open Spaces
by: Lee, Seonghee, et al.
Published: (2025)
by: Lee, Seonghee, et al.
Published: (2025)
Exploring Language Model's Code Generation Ability with Auxiliary Functions
by: Lee, Seonghyeon, et al.
Published: (2024)
by: Lee, Seonghyeon, et al.
Published: (2024)
How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code
by: Lee, Seonghyeon, et al.
Published: (2025)
by: Lee, Seonghyeon, et al.
Published: (2025)
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge
by: Noh, Heewoong, et al.
Published: (2024)
by: Noh, Heewoong, et al.
Published: (2024)
Language over Content: Tracing Cultural Understanding in Multilingual Large Language Models
by: Cho, Seungho, et al.
Published: (2025)
by: Cho, Seungho, et al.
Published: (2025)
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
by: Lee, Namkyeong, et al.
Published: (2025)
by: Lee, Namkyeong, et al.
Published: (2025)
Towards Realistic Personalization: Evaluating Long-Horizon Preference Following in Personalized User-LLM Interactions
by: Guo, Qianyun, et al.
Published: (2026)
by: Guo, Qianyun, et al.
Published: (2026)
On Speculative Decoding for Multimodal Large Language Models
by: Gagrani, Mukul, et al.
Published: (2024)
by: Gagrani, Mukul, et al.
Published: (2024)
AgenticShop: Benchmarking Agentic Product Curation for Personalized Web Shopping
by: Kim, Sunghwan, et al.
Published: (2026)
by: Kim, Sunghwan, et al.
Published: (2026)
M2A: Multimodal Memory Agent with Dual-Layer Hybrid Memory for Long-Term Personalized Interactions
by: Feng, Junyu, et al.
Published: (2026)
by: Feng, Junyu, et al.
Published: (2026)
Similar Items
-
HIPPO-Video: Simulating Watch Histories with Large Language Models for Personalized Video Highlighting
by: Lee, Jeongeun, et al.
Published: (2025) -
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action
by: Kim, Tongyoung, et al.
Published: (2025) -
Personalized Reward Modeling for Text-to-Image Generation
by: Lee, Jeongeun, et al.
Published: (2025) -
PAIR: Prefix-Aware Internal Reward Model for Multi-Turn Agent Optimization
by: Kim, Wonjoong, et al.
Published: (2026) -
Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History
by: Kim, Serin, et al.
Published: (2026)