Key papers

• GKG-LLM: A Unified Framework for Generalized Knowledge Graph Construction (2025)
  Jian Zhang et al.
  5.40
• Geometric 2D Scene Graph Generation (2026)
  Christoph Jahn et al.
  5.01
• A General Framework for Learning Algebraic Properties from Cayley Graphs using Graph Neural Networks (2026)
  Tal Weissblat
  1.94
• GraphAgents: Knowledge Graph-Guided Agentic AI for Cross-Domain Materials Design (2026)
  Isabella A. Stewart et al.
  1.94
• REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents (2026)
  Zheng Chu et al.
  1.94
• VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding (2026)
  Ruoliu Yang et al.
  1.94
• Memanto: Typed Semantic Memory with Information-Theoretic Retrieval for Long-Horizon Agents (2026)
  Seyed Moein Abtahi et al.
  1.94
• Memory is Reconstructed, Not Retrieved: Graph Memory for LLM Agents (2026)
  Shuo Ji et al.
  1.94
• Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking (2026)
  Fan Zhang et al.
  1.94
• EmpiriGraph-Psy: A Dataset and LLM Pipeline for Extracting Empirical Relation Graphs from Psychology Abstracts (2026)
  Danqin Zhao et al.
  1.94
• Physics Question Scene Graph: Fine-grained Evaluation of Physical Plausibility in Text-to-Video Generation (2026)
  Atin Pothiraj et al.
  1.94
• TacoMAS: Test-Time Co-Evolution of Topology and Capability in LLM-based Multi-Agent Systems (2026)
  Chen Xu et al.
  1.89
• Time is Not a Label: Continuous Phase Rotation for Temporal Knowledge Graphs and Agentic Memory (2026)
  Weixian Waylon Li et al.
  1.83
• Learn2Fold: Structured Origami Generation with World Model Planning (2026)
  Yanjia Huang et al.
  1.78
• AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation (2026)
  Siyu Wang et al.
  1.72
• Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers (2025)
  Markus J. Buehler
  1.28
• CoSTAast: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing (2025)
  Advait Gupta et al.
  1.28
• NodeRAG: Structuring Graph-based RAG with Heterogeneous Nodes (2025)
  Tianyang Xu et al.
  1.28
• Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks (2025)
  Hongyuan Tao et al.
  1.28
• A Graph Perspective to Probe Structural Patterns of Knowledge in Large Language Models (2025)
  Utkarsh Sahu et al.
  1.28
• SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution (2025)
  Han Li et al.
  1.28
• Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls (2025)
  Xiaoyan Bai et al.
  1.28
• Graph2Eval: Automatic Multimodal Task Generation for Agents via Knowledge Graphs (2025)
  Yurun Chen et al.
  1.28
• DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs (2023)
  Youwei Liang et al.
  —
• Vector-ICL: In-context Learning with Continuous Vector Representations (2024)
  Yufan Zhuang et al.
  —
• LLaMo: Large Language Model-based Molecular Graph Assistant (2024)
  Jinyoung Park et al.
  —
• Interleaved Scene Graph for Interleaved Text-and-Image Generation Assessment (2024)
  Dongping Chen et al.
  —