Research map / Learning theory and algorithms / Prediction and decision losses
Anisotropic Additive Quantization for Fast Inner Product Search
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use anisotropic additive quantization instead of ScaNN | MIPS quantization · LastFM, EchoNest | recall@T | Helped |
| Use anisotropic additive quantization instead of ScaNN | MIPS quantization · Glove1.2M | recall@T | No clear effect |
| Use anisotropic additive quantization instead of SIMPLE-LSH and ip-NSW | MIPS search · LastFM, EchoNest, Glove1.2M | recall@T | Helped |
| Use anisotropic additive quantization instead of ScaNN | MIPS quantization · LastFM | score-aware loss | Helped |
| Use anisotropic additive quantization instead of ScaNN | MIPS quantization · LastFM | relative error of true Top-1 inner-product estimation | Helped |
| Use anisotropic additive quantization instead of ScaNN with the same inverted indexing structure | MIPS search · LastFM | Recall10@100 | Helped |
| Use anisotropic additive quantization instead of ScaNN | MIPS search with inverted indexing · Glove1.2M | search time | No clear effect |
Closest papers by meaning
- Query-Aware Quantization for Maximum Inner Product Search (AAAI 2023 · similarity 0.92)
- Accelerating Large-Scale Inference with Anisotropic Vector Quantization (ICML 2020 · similarity 0.88)
- Norm-Explicit Quantization: Improving Vector Quantization for Maximum Inner Product Search (AAAI 2020 · similarity 0.87)
- Extreme Compression of Large Language Models via Additive Quantization (ICML 2024 · similarity 0.83)
- Faster Maximum Inner Product Search in High Dimensions (ICML 2024 · similarity 0.82)
- Qinco2: Vector Compression and Search with Improved Implicit Neural Codebooks (ICLR 2025 · similarity 0.81)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.