📉 Embeddings Optimization

Embedding Quantization, Dimensionality Reduction, HNSW Indexing, Latent Space Transformations, Embedding Distillation

Learning ON Large Datasets Using Bit-String Trees
arxiv.org·20h
🔢BitNet
Drama Model Inference Efficiency Boosted by 1.7x-2.3x
pytorch.org·55m·
Discuss: Hacker News
🧠LLM Inference
An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ Segmentation
arxiv.org·20h
🧠LLM Inference
TRIM: Accelerating High-Dimensional Vector Similarity Search with Enhanced Triangle-Inequality-Based Pruning
arxiv.org·20h
🗂️Vector Indexes
Effective Clustering for Large Multi-Relational Graphs
arxiv.org·20h
📊Vector Clustering
Interpretable deep generative ensemble learning for single-cell omics with Hydra
biorxiv.org·21h·
Discuss: Hacker News
🕯️Candle
SSFO: Self-Supervised Faithfulness Optimization for Retrieval-Augmented Generation
arxiv.org·20h
🔍Information Retrieval
Disentangling Polysemantic Neurons with a Null-Calibrated Polysemanticity Index and Causal Patch Interventions
arxiv.org·20h
🔍AI Interpretability
MMTok: Multimodal Coverage Maximization for Efficient Inference of VLMs
arxiv.org·20h
🧠LLM Inference
Paradigms of Intelligence Team
github.com·11h·
Discuss: Hacker News
🛡️AI Safety
CE-RS-SBCIT A Novel Channel Enhanced Hybrid CNN Transformer with Residual, Spatial, and Boundary-Aware Learning for Brain Tumor MRI Analysis
arxiv.org·20h
📊Embeddings
An experimental approach: The graph of graphs
arxiv.org·20h
🔍Vector Search Algorithms
FedKLPR: Personalized Federated Learning for Person Re-Identification with Adaptive Pruning
arxiv.org·20h
🎛️Feed Filtering
Reconciling Communication Compression and Byzantine-Robustness in Distributed Learning
arxiv.org·20h
🧮LSH
OmniMRI: A Unified Vision--Language Foundation Model for Generalist MRI Interpretation
arxiv.org·20h
🔍AI Interpretability
DiCache: Let Diffusion Model Determine Its Own Cache
arxiv.org·20h
💾Prompt Caching
A Laplace diffusion-based transformer model for heart rate forecasting within daily activity context
arxiv.org·20h
🧠LLM Inference
M^3-GloDets: Multi-Region and Multi-Scale Analysis of Fine-Grained Diseased Glomerular Detection
arxiv.org·20h
📊Vector Databases
Adversarial Examples Are Not Bugs, They Are Superposition
livgorton.com·5h·
Discuss: Hacker News
🛡️AI Security
Development of an isotropic segmentation model for medial temporal lobe subregions on anisotropic MRI atlas using implicit neural representation
arxiv.org·20h
📊Embeddings