Imagen de Portada

Efficient Graph Understanding with LLMs via Structured Context Injection

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Waghmare, Govind, BG, Sumedh, Gupta, Sonia, Bedathur, Srikanta
Formato:	Preprint
Publicado:	2025
Materias:	Artificial Intelligence Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Kernelized Edge Attention: Addressing Semantic Attention Blurring in Temporal Graph Neural Networks
por: Waghmare, Govind, et al.
Publicado: (2026)

Robust Training of Temporal GNNs using Nearest Neighbours based Hard Negatives
por: Gupta, Shubham, et al.
Publicado: (2024)

Can the Rookies Cut the Tough Cookie? Exploring the Use of LLMs for SQL Equivalence Checking
por: Singh, Rajat, et al.
Publicado: (2024)

A Transfer Framework for Enhancing Temporal Graph Learning in Data-Scarce Settings
por: Agarwal, Sidharth, et al.
Publicado: (2025)

Policy-Guided Search on Tree-of-Thoughts for Efficient Problem Solving with Bounded Language Model Queries
por: Pendurkar, Sumedh, et al.
Publicado: (2026)

A Scalable Approach to Covariate and Concept Drift Management via Adaptive Data Segmentation
por: Yarabolu, Vennela, et al.
Publicado: (2024)

Intruding with Words: Towards Understanding Graph Injection Attacks at the Text Level
por: Lei, Runlin, et al.
Publicado: (2024)

Training Long-Context LLMs Efficiently via Chunk-wise Optimization
por: Li, Wenhao, et al.
Publicado: (2025)

Hierarchical Context Merging: Better Long Context Understanding for Pre-trained LLMs
por: Song, Woomin, et al.
Publicado: (2024)

Flow Matters: Directional and Expressive GNNs for Heterophilic Graphs
por: Gupta, Arman, et al.
Publicado: (2025)

Automating Agent Hijacking via Structural Template Injection
por: Deng, Xinhao, et al.
Publicado: (2026)

PISanitizer: Preventing Prompt Injection to Long-Context LLMs via Prompt Sanitization
por: Geng, Runpeng, et al.
Publicado: (2025)

EvoLlama: Enhancing LLMs' Understanding of Proteins via Multimodal Structure and Sequence Representations
por: Liu, Nuowei, et al.
Publicado: (2024)

Revisiting the Role of Natural Language Code Comments in Code Translation
por: Gupta, Monika, et al.
Publicado: (2026)

Languages are Modalities: Cross-Lingual Alignment via Encoder Injection
por: Agarwal, Rajan, et al.
Publicado: (2025)

Exploring the In-Context Learning Capabilities of LLMs for Money Laundering Detection in Financial Graphs
por: Pirmorad, Erfan
Publicado: (2025)

Differentiable Adversarial Attacks for Marked Temporal Point Processes
por: Chakraborty, Pritish, et al.
Publicado: (2025)

Understanding Prompt Tuning and In-Context Learning via Meta-Learning
por: Genewein, Tim, et al.
Publicado: (2025)

LiSA: Leveraging Link Recommender to Attack Graph Neural Networks via Subgraph Injection
por: Zhang, Wenlun, et al.
Publicado: (2025)

COSMIR: Chain Orchestrated Structured Memory for Iterative Reasoning over Long Context
por: Gupta, Naman, et al.
Publicado: (2025)

Integrating Temporal and Structural Context in Graph Transformers for Relational Deep Learning
por: Lachi, Divyansha, et al.
Publicado: (2025)

Scaling Agentic Capabilities, Not Context: Efficient Reinforcement Finetuning for Large Toolspaces
por: Gupta, Karan, et al.
Publicado: (2026)

Graph-Grounded LLMs: Leveraging Graphical Function Calling to Minimize LLM Hallucinations
por: Gupta, Piyush, et al.
Publicado: (2025)

Echo-LoRA: Parameter-Efficient Fine-Tuning via Cross-Layer Representation Injection
por: Peng, Yihang, et al.
Publicado: (2026)

Understanding Transformer Reasoning Capabilities via Graph Algorithms
por: Sanford, Clayton, et al.
Publicado: (2024)

Efficient On-Device Agents via Adaptive Context Management
por: Vijayvargiya, Sanidhya, et al.
Publicado: (2025)

GSTAM: Efficient Graph Distillation with Structural Attention-Matching
por: Rasti-Meymandi, Arash, et al.
Publicado: (2024)

Can LLMs Reason Structurally? Benchmarking via the Lens of Data Structures
por: He, Yu, et al.
Publicado: (2025)

Projecting Assumptions: The Duality Between Sparse Autoencoders and Concept Geometry
por: Hindupur, Sai Sumedh R., et al.
Publicado: (2025)

Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting
por: Wu, Lirong, et al.
Publicado: (2024)

GraphiT: Efficient Node Classification on Text-Attributed Graphs with Prompt Optimized LLMs
por: Khoshraftar, Shima, et al.
Publicado: (2025)

Can LLMs Effectively Leverage Graph Structural Information through Prompts, and Why?
por: Huang, Jin, et al.
Publicado: (2023)

InfLLM: Training-Free Long-Context Extrapolation for LLMs with an Efficient Context Memory
por: Xiao, Chaojun, et al.
Publicado: (2024)

Enhancing Temporal Understanding in LLMs for Semi-structured Tables
por: Deng, Irwin, et al.
Publicado: (2024)

Graph-Structured Hyperdimensional Computing for Data-Efficient and Explainable Process-Structure-Property Prediction
por: Ge, Jingzhan, et al.
Publicado: (2026)

Improving Value-based Process Verifier via Structural Prior Injection
por: Sun, Zetian, et al.
Publicado: (2025)

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks
por: Zhang, Qihai, et al.
Publicado: (2025)

Efficient Relational Context Perception for Knowledge Graph Completion
por: Tu, Wenkai, et al.
Publicado: (2024)

Scaling Laws and In-Context Learning: A Unified Theoretical Framework
por: Mehta, Sushant, et al.
Publicado: (2025)

Structure-Aware Fusion with Progressive Injection for Multimodal Molecular Representation Learning
por: Jing, Zihao, et al.
Publicado: (2025)