Cover Image

PREPING: Building Agent Memory without Tasks

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Choi, Yumin, Park, Sangwoo, Kang, Minki, Baek, Jinheon, Hwang, Sung Ju
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

System Prompt Optimization with Meta-Learning
by: Choi, Yumin, et al.
Published: (2025)

Multimodal Prompt Optimization: Why Not Leverage Multiple Modalities for MLLMs
by: Choi, Yumin, et al.
Published: (2025)

Chain of Retrieval: Multi-Aspect Iterative Search Expansion and Post-Order Search Aggregation for Full Paper Retrieval
by: Park, Sangwoo, et al.
Published: (2025)

Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR
by: Lee, Chanuk, et al.
Published: (2026)

OmniRetrieval: Unified Retrieval across Heterogeneous Knowledge Sources
by: Baek, Jinheon, et al.
Published: (2026)

Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasks
by: Seo, Minju, et al.
Published: (2024)

T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search
by: Lee, Hyomin, et al.
Published: (2026)

Rethinking Code Refinement: Learning to Judge Code Efficiency
by: Seo, Minju, et al.
Published: (2024)

Efficient Real-time Refinement of Language Model Text Generation
by: Ko, Joonho, et al.
Published: (2025)

Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents
by: Kim, Kangsan, et al.
Published: (2026)

Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
by: Aytes, Simon A., et al.
Published: (2025)

ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
by: Baek, Jinheon, et al.
Published: (2024)

Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity
by: Jeong, Soyeong, et al.
Published: (2024)

Database-Augmented Query Representation for Information Retrieval
by: Jeong, Soyeong, et al.
Published: (2024)

Distilling LLM Agent into Small Models with Retrieval and Code Tools
by: Kang, Minki, et al.
Published: (2025)

SAGE: Shaping Anchors for Guided Exploration in RLVR of LLMs
by: Lee, Chanuk, et al.
Published: (2026)

Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models
by: Kang, Minki, et al.
Published: (2024)

HINT-SD: Targeted Hindsight Self-Distillation for Long-Horizon Agents
by: Yeo, Woongyeng, et al.
Published: (2026)

Unified Multimodal Interleaved Document Representation for Retrieval
by: Lee, Jaewoo, et al.
Published: (2024)

VideoRAG: Retrieval-Augmented Generation over Video Corpus
by: Jeong, Soyeong, et al.
Published: (2025)

UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities
by: Yeo, Woongyeong, et al.
Published: (2025)

THINKSAFE: Self-Generated Safety Alignment for Reasoning Models
by: Lee, Seanie, et al.
Published: (2026)

It Takes Two: Complementary Self-Distillation for Contextual Integrity in LLMs
by: Park, Sangwoo, et al.
Published: (2026)

Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning
by: Seo, Minju, et al.
Published: (2025)

Learn from Weaknesses: Automated Domain Specialization for Small Computer-Use Agents
by: Kim, Suji, et al.
Published: (2026)

WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning
by: Yeo, Woongyeong, et al.
Published: (2025)

T1: Tool-integrated Verification for Test-time Compute Scaling in Small Language Models
by: Kang, Minki, et al.
Published: (2025)

AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
by: Trirat, Patara, et al.
Published: (2024)

Designing Memory-Augmented AR Agents for Spatiotemporal Reasoning in Personalized Task Assistance
by: Choi, Dongwook, et al.
Published: (2025)

LLM-Based Offline Learning for Embodied Agents via Consistency-Guided Reward Ensemble
by: Lee, Yujeong, et al.
Published: (2024)

Expanding Search Space with Diverse Prompting Agents: An Efficient Sampling Approach for LLM Mathematical Reasoning
by: Lee, Gisang, et al.
Published: (2024)

Revisiting In-Context Learning with Long Context Language Models
by: Baek, Jinheon, et al.
Published: (2024)

CookingSense: A Culinary Knowledgebase with Multidisciplinary Assertions
by: Choi, Donghee, et al.
Published: (2024)

A Practical Approach for Building Production-Grade Conversational Agents with Workflow Graphs
by: Park, Chiwan, et al.
Published: (2025)

ACON: Optimizing Context Compression for Long-horizon LLM Agents
by: Kang, Minki, et al.
Published: (2025)

Amory: Building Coherent Narrative-Driven Agent Memory through Agentic Reasoning
by: Zhou, Yue, et al.
Published: (2026)

Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion
by: Baek, Jinheon, et al.
Published: (2023)

When Thoughts Meet Facts: Reusable Reasoning for Long-Context LMs
by: Jeong, Soyeong, et al.
Published: (2025)

Knowledge Base Construction for Knowledge-Augmented Text-to-SQL
by: Baek, Jinheon, et al.
Published: (2025)

Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
by: Chhikara, Prateek, et al.
Published: (2025)