Beyond Nearest Neighbors: Semantic Compression and Graph-Augmented Retrieval for Enhanced Vector Search
Fuente:
arXiv
Saved in:
| Main Authors: | Raja, Rahul, Vats, Arpita |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multimedia-Aware Question Answering: A Review of Retrieval and Cross-Modal Reasoning Architectures
by: Raja, Rahul, et al.
Published: (2025)
by: Raja, Rahul, et al.
Published: (2025)
Counterfactual Risk Minimization with IPS-Weighted BPR and Self-Normalized Evaluation in Recommender Systems
by: Raja, Rahul, et al.
Published: (2025)
by: Raja, Rahul, et al.
Published: (2025)
Evaluating Generalization and Representation Stability in Small LMs via Prompting, Fine-Tuning and Out-of-Distribution Prompts
by: Raja, Rahul, et al.
Published: (2025)
by: Raja, Rahul, et al.
Published: (2025)
Parallel Corpora for Machine Translation in Low-resource Indic Languages: A Comprehensive Review
by: Raja, Rahul, et al.
Published: (2025)
by: Raja, Rahul, et al.
Published: (2025)
Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search
by: Severo, Daniel, et al.
Published: (2025)
by: Severo, Daniel, et al.
Published: (2025)
Approximate Nearest Neighbor Search for Modern AI: A Projection-Augmented Graph Approach
by: Lu, Kejing, et al.
Published: (2026)
by: Lu, Kejing, et al.
Published: (2026)
RADAR: Mechanistic Pathways for Detecting Data Contamination in LLM Evaluation
by: Kattamuri, Ashish, et al.
Published: (2025)
by: Kattamuri, Ashish, et al.
Published: (2025)
Discovering Data Structures: Nearest Neighbor Search and Beyond
by: Salemohamed, Omar, et al.
Published: (2024)
by: Salemohamed, Omar, et al.
Published: (2024)
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph
by: Fu, Cong, et al.
Published: (2017)
by: Fu, Cong, et al.
Published: (2017)
On Storage Neural Network Augmented Approximate Nearest Neighbor Search
by: Ikeda, Taiga, et al.
Published: (2025)
by: Ikeda, Taiga, et al.
Published: (2025)
Efficient Sketching and Nearest Neighbor Search Algorithms for Sparse Vector Sets
by: Bruch, Sebastian, et al.
Published: (2025)
by: Bruch, Sebastian, et al.
Published: (2025)
Graph-Based Nearest-Neighbor Search without the Spread
by: Giliberti, Jeff, et al.
Published: (2026)
by: Giliberti, Jeff, et al.
Published: (2026)
Tensor-Train Point Cloud Compression and Efficient Approximate Nearest-Neighbor Search
by: Novikov, Georgii, et al.
Published: (2024)
by: Novikov, Georgii, et al.
Published: (2024)
SOAR: Improved Indexing for Approximate Nearest Neighbor Search
by: Sun, Philip, et al.
Published: (2024)
by: Sun, Philip, et al.
Published: (2024)
UMAP Is Spectral Clustering on the Fuzzy Nearest-Neighbor Graph
by: Yang, Yang
Published: (2026)
by: Yang, Yang
Published: (2026)
Scalable Disk-Based Approximate Nearest Neighbor Search with Page-Aligned Graph
by: Kang, Dingyi, et al.
Published: (2025)
by: Kang, Dingyi, et al.
Published: (2025)
Disentangling Recall and Reasoning in Transformer Models through Layer-wise Attention and Activation Analysis
by: Fartale, Harshwardhan, et al.
Published: (2025)
by: Fartale, Harshwardhan, et al.
Published: (2025)
Navigable Graphs for High-Dimensional Nearest Neighbor Search: Constructions and Limits
by: Diwan, Haya, et al.
Published: (2024)
by: Diwan, Haya, et al.
Published: (2024)
FUSE : A Ridge and Random Forest-Based Metric for Evaluating MT in Indigenous Languages
by: Raja, Rahul, et al.
Published: (2025)
by: Raja, Rahul, et al.
Published: (2025)
Approximate Nearest Neighbor Search with Window Filters
by: Engels, Joshua, et al.
Published: (2024)
by: Engels, Joshua, et al.
Published: (2024)
Distance Adaptive Beam Search for Provably Accurate Graph-Based Nearest Neighbor Search
by: Al-Jazzazi, Yousef, et al.
Published: (2025)
by: Al-Jazzazi, Yousef, et al.
Published: (2025)
Probabilistic Routing for Graph-Based Approximate Nearest Neighbor Search
by: Lu, Kejing, et al.
Published: (2024)
by: Lu, Kejing, et al.
Published: (2024)
Differentially Private In-Context Learning with Nearest Neighbor Search
by: Koskela, Antti, et al.
Published: (2025)
by: Koskela, Antti, et al.
Published: (2025)
ParlayANN: Scalable and Deterministic Parallel Graph-Based Approximate Nearest Neighbor Search Algorithms
by: Manohar, Magdalen Dobson, et al.
Published: (2023)
by: Manohar, Magdalen Dobson, et al.
Published: (2023)
Exploring the Meaningfulness of Nearest Neighbor Search in High-Dimensional Space
by: Chen, Zhonghan, et al.
Published: (2024)
by: Chen, Zhonghan, et al.
Published: (2024)
LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search
by: Jääsaari, Elias, et al.
Published: (2024)
by: Jääsaari, Elias, et al.
Published: (2024)
PECANN: Parallel Efficient Clustering with Graph-Based Approximate Nearest Neighbor Search
by: Yu, Shangdi, et al.
Published: (2023)
by: Yu, Shangdi, et al.
Published: (2023)
Online Consistency of the Nearest Neighbor Rule
by: Dasgupta, Sanjoy, et al.
Published: (2024)
by: Dasgupta, Sanjoy, et al.
Published: (2024)
Variational Nearest Neighbor Gaussian Process
by: Wu, Luhuan, et al.
Published: (2022)
by: Wu, Luhuan, et al.
Published: (2022)
Nearest Neighbor Dirichlet Mixtures
by: Chattopadhyay, Shounak, et al.
Published: (2020)
by: Chattopadhyay, Shounak, et al.
Published: (2020)
VectorSearch: Enhancing Document Retrieval with Semantic Embeddings and Optimized Search
by: Monir, Solmaz Seyed, et al.
Published: (2024)
by: Monir, Solmaz Seyed, et al.
Published: (2024)
Theoretical and Empirical Analysis of Adaptive Entry Point Selection for Graph-based Approximate Nearest Neighbor Search
by: Oguri, Yutaro, et al.
Published: (2024)
by: Oguri, Yutaro, et al.
Published: (2024)
CRINN: Contrastive Reinforcement Learning for Approximate Nearest Neighbor Search
by: Li, Xiaoya, et al.
Published: (2025)
by: Li, Xiaoya, et al.
Published: (2025)
Explaining the Success of Nearest Neighbor Methods in Prediction
by: Chen, George H., et al.
Published: (2025)
by: Chen, George H., et al.
Published: (2025)
Nearest Neighbor Sampling for Covariate Shift Adaptation
by: Portier, François, et al.
Published: (2023)
by: Portier, François, et al.
Published: (2023)
On adversarial training and the 1 Nearest Neighbor classifier
by: Hagai, Amir, et al.
Published: (2024)
by: Hagai, Amir, et al.
Published: (2024)
Minimax Optimal Q Learning with Nearest Neighbors
by: Zhao, Puning, et al.
Published: (2023)
by: Zhao, Puning, et al.
Published: (2023)
Learnability with Partial Labels and Adaptive Nearest Neighbors
by: Errandonea, Nicolas A., et al.
Published: (2026)
by: Errandonea, Nicolas A., et al.
Published: (2026)
a-TMFG: Scalable Triangulated Maximally Filtered Graphs via Approximate Nearest Neighbors
by: Yelibi, Lionel
Published: (2026)
by: Yelibi, Lionel
Published: (2026)
Learning Filter-Aware Distance Metrics for Nearest Neighbor Search with Multiple Filters
by: Sutradhar, Ananya, et al.
Published: (2025)
by: Sutradhar, Ananya, et al.
Published: (2025)
Similar Items
-
Multimedia-Aware Question Answering: A Review of Retrieval and Cross-Modal Reasoning Architectures
by: Raja, Rahul, et al.
Published: (2025) -
Counterfactual Risk Minimization with IPS-Weighted BPR and Self-Normalized Evaluation in Recommender Systems
by: Raja, Rahul, et al.
Published: (2025) -
Evaluating Generalization and Representation Stability in Small LMs via Prompting, Fine-Tuning and Out-of-Distribution Prompts
by: Raja, Rahul, et al.
Published: (2025) -
Parallel Corpora for Machine Translation in Low-resource Indic Languages: A Comprehensive Review
by: Raja, Rahul, et al.
Published: (2025) -
Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search
by: Severo, Daniel, et al.
Published: (2025)