Agent / long-term memory

Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

3 critique · 15 beaten on benchmarks

A-MEM: Agentic Memory for LLM Agents

5 critique · 12 beaten on benchmarks

Zep: A Temporal Knowledge Graph Architecture for Agent Memory

1 critique · 9 beaten on benchmarks

Nemori: Self-Organizing Agent Memory Inspired by Cognitive Science

2 critique · 5 beaten on benchmarks

RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

3 critique · 4 beaten on benchmarks

MemGPT: Towards LLMs as Operating Systems

4 critique · 3 beaten on benchmarks

From RAG to Memory: Non-Parametric Continual Learning for Large Language Models

1 critique · 5 beaten on benchmarks

Memory OS of AI Agent

2 critique · 4 beaten on benchmarks

HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models

4 critique · 2 beaten on benchmarks

LightMem: Lightweight and Efficient Memory-Augmented Generation

1 critique · 4 beaten on benchmarks

Reflexion: Language Agents with Verbal Reinforcement Learning

3 critique · 2 beaten on benchmarks

Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning

4 critique · 1 beaten on benchmarks