Andreas Kollegger

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upvoted 3 papers 6 months ago

DRAG: Distilling RAG for SLMs from LLMs to Transfer Knowledge and Mitigate Hallucination via Evidence and Graph-based Distillation

Paper • 2506.01954 • Published Jun 2 • 2

A Practical Approach for Building Production-Grade Conversational Agents with Workflow Graphs

Paper • 2505.23006 • Published May 29 • 1

Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning

Paper • 2505.24478 • Published May 30 • 2

upvoted 2 papers 7 months ago

HyperTree Planning: Enhancing LLM Reasoning via Hierarchical Thinking

Paper • 2505.02322 • Published May 5 • 1

G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Paper • 2410.11782 • Published Oct 15, 2024 • 1

upvoted 2 papers 8 months ago

Affordable AI Assistants with Knowledge Graph of Thoughts

Paper • 2504.02670 • Published Apr 3 • 2

PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal

Paper • 2504.02112 • Published Apr 2 • 2

upvoted 5 papers 9 months ago

Retrieval-Augmented Generation with Hierarchical Knowledge

Paper • 2503.10150 • Published Mar 13 • 2

Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective

Paper • 2410.17600 • Published Oct 23, 2024 • 1

MemGPT: Towards LLMs as Operating Systems

Paper • 2310.08560 • Published Oct 12, 2023 • 9

A-MEM: Agentic Memory for LLM Agents

Paper • 2502.12110 • Published Feb 17 • 3

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths

Paper • 2502.14902 • Published Feb 18 • 1

upvoted 6 papers 10 months ago

Zep: A Temporal Knowledge Graph Architecture for Agent Memory

Paper • 2501.13956 • Published Jan 20 • 8

Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks

Paper • 2502.13025 • Published Feb 18 • 1

Ologs: a categorical framework for knowledge representation

Paper • 1102.1889 • Published Feb 9, 2011 • 1

KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment

Paper • 2502.06472 • Published Feb 10 • 2

Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research

Paper • 2502.04644 • Published Feb 7 • 4

Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

Paper • 2306.04136 • Published Jun 7, 2023 • 2

upvoted 2 papers 11 months ago

A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models

Paper • 2501.13958 • Published Jan 21 • 1

SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation

Paper • 2412.15272 • Published Dec 17, 2024 • 1