The Hybrid Multimodal Graph Index (HMGI): A Comprehensive Framework for Integrated Relational and Vector Search

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chandra, Joydeep, Navneet, Satyam Kumar, Zhang, Yong
Format:	Preprint
Published:	2025
Subjects:	Databases Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Plural Voices, Single Agent: Towards Inclusive AI in Multi-User Domestic Spaces
by: Chandra, Joydeep, et al.
Published: (2025)

Safe Urban Traffic Control via Uncertainty-Aware Conformal Prediction and World-Model Reinforcement Learning
by: Chandra, Joydeep, et al.
Published: (2026)

Incremental IVF Index Maintenance for Streaming Vector Search
by: Mohoney, Jason, et al.
Published: (2024)

LEANN: A Low-Storage Vector Index
by: Wang, Yichuan, et al.
Published: (2025)

Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automation
by: Chandra, Joydeep, et al.
Published: (2025)

HAKES: Scalable Vector Database for Embedding Search Service
by: Hu, Guoyu, et al.
Published: (2025)

TherapyProbe: Generating Design Knowledge for Relational Safety in Mental Health Chatbots Through Adversarial Simulation
by: Chandra, Joydeep, et al.
Published: (2026)

Efficient Data Access Paths for Mixed Vector-Relational Search
by: Sanca, Viktor, et al.
Published: (2024)

A Super Fast K-means for Indexing Vector Embeddings
by: Kuffo, Leonardo, et al.
Published: (2026)

MICRO: A Lightweight Middleware for Optimizing Cross-store Cross-model Graph-Relation Joins [Technical Report]
by: Zheng, Xiuwen, et al.
Published: (2026)

RELATE: A Schema-Agnostic Perceiver Encoder for Multimodal Relational Graphs
by: Meyer, Joe, et al.
Published: (2025)

Gaussian Relational Graph Transformer
by: Ding, Zezhong, et al.
Published: (2026)

NexusIndex: Integrating Advanced Vector Indexing and Multi-Model Embeddings for Robust Fake News Detection
by: Monir, Solmaz Seyed, et al.
Published: (2024)

Synthesize, Retrieve, and Propagate: A Unified Predictive Modeling Framework for Relational Databases
by: Li, Ning, et al.
Published: (2025)

4DBInfer: A 4D Benchmarking Toolbox for Graph-Centric Predictive Modeling on Relational DBs
by: Wang, Minjie, et al.
Published: (2024)

Trading Vector Data in Vector Databases
by: Cheng, Jin, et al.
Published: (2025)

OpenGLT: A Comprehensive Benchmark of Graph Neural Networks for Graph-Level Tasks
by: Li, Haoyang, et al.
Published: (2025)

Relational Database Distillation: From Structured Tables to Condensed Graph Data
by: Gao, Xinyi, et al.
Published: (2025)

REDELEX: A Framework for Relational Deep Learning Exploration
by: Peleška, Jakub, et al.
Published: (2025)

Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search
by: Severo, Daniel, et al.
Published: (2025)

Efficient Vector Search in the Wild: One Model for Multi-K Queries
by: Peng, Yifan, et al.
Published: (2026)

UpLIF: An Updatable Self-Tuning Learned Index Framework
by: Heidari, Alireza, et al.
Published: (2024)

Policy-Driven AI in Dataspaces: Taxonomy, Explainability, and Pathways for Compliant Innovation
by: Chandra, Joydeep, et al.
Published: (2025)

Rethinking Autonomy: Preventing Failures in AI-Driven Software Engineering
by: Navneet, Satyam Kumar, et al.
Published: (2025)

Graph-Based Feature Augmentation for Predictive Tasks on Relational Datasets
by: Qiao, Lianpeng, et al.
Published: (2025)

Orchestrating Attention: Bringing Harmony to the 'Chaos' of Neurodivergent Learning States
by: Navneet, Satyam Kumar, et al.
Published: (2026)

GazeFlow: Personalized Ambient Soundscape Generation for Passive Strabismus Self-Monitoring
by: Chandra, Joydeep, et al.
Published: (2026)

The Topology of Recovery: Using Persistent Homology to Map Individual Mental Health Journeys in Online Communities
by: Chandra, Joydeep, et al.
Published: (2026)

When AI Writes, Whose Voice Remains? Quantifying Cultural Marker Erasure Across World English Varieties in Large Language Models
by: Navneet, Satyam Kumar, et al.
Published: (2026)

Learned Graph Rewriting with Equality Saturation: A New Paradigm in Relational Query Rewrite and Beyond
by: Bărbulescu, George-Octavian, et al.
Published: (2024)

A Sampling-based Framework for Hypothesis Testing on Large Attributed Graphs
by: Wang, Yun, et al.
Published: (2024)

HybridFC: A Hybrid Fact-Checking Approach for Knowledge Graphs
by: Qudus, Umair, et al.
Published: (2024)

Relational Graph Transformer
by: Dwivedi, Vijay Prakash, et al.
Published: (2025)

MedPix 2.0: A Comprehensive Multimodal Biomedical Data set for Advanced AI Applications with Retrieval Augmented Generation and Knowledge Graphs
by: Siragusa, Irene, et al.
Published: (2024)

A Comprehensive Study of Shapley Value in Data Analytics
by: Lin, Hong, et al.
Published: (2024)

A Survey of Learned Indexes for the Multi-dimensional Space
by: Al-Mamun, Abdullah, et al.
Published: (2024)

Curator: Efficient Indexing for Multi-Tenant Vector Databases
by: Jin, Yicheng, et al.
Published: (2024)

TableGPT2: A Large Multimodal Model with Tabular Data Integration
by: Su, Aofeng, et al.
Published: (2024)

Explainable Graph Neural Architecture Search via Monte-Carlo Tree Search (Full version)
by: Sasaki, Yuya
Published: (2023)

Piecewise Linear Approximation in Learned Index Structures: Theoretical and Empirical Analysis
by: Qin, Jiayong, et al.
Published: (2025)