The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Jiale, Shabanzadeh, Yalda, Crnčević, Elvir, Hoefler, Torsten, Alistarh, Dan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization
by: Kleinegger, Maximilian, et al.
Published: (2026)
by: Kleinegger, Maximilian, et al.
Published: (2026)
Benchmarking Filtered Approximate Nearest Neighbor Search Algorithms on Transformer-based Embedding Vectors
by: Iff, Patrick, et al.
Published: (2025)
by: Iff, Patrick, 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)
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)
Approximate Nearest Neighbor Search with Window Filters
by: Engels, Joshua, et al.
Published: (2024)
by: Engels, Joshua, et al.
Published: (2024)
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms
by: Wang, Jiachen T., et al.
Published: (2024)
by: Wang, Jiachen T., et al.
Published: (2024)
Learning DNF through Generalized Fourier Representations
by: Heidari, Mohsen, et al.
Published: (2025)
by: Heidari, Mohsen, et al.
Published: (2025)
Testing with Non-identically Distributed Samples
by: Garg, Shivam, et al.
Published: (2023)
by: Garg, Shivam, et al.
Published: (2023)
The SMART approach to instance-optimal online learning
by: Banerjee, Siddhartha, et al.
Published: (2024)
by: Banerjee, Siddhartha, et al.
Published: (2024)
Subsampling Suffices for Adaptive Data Analysis
by: Blanc, Guy
Published: (2023)
by: Blanc, Guy
Published: (2023)
Learning Partitions with Optimal Query and Round Complexities
by: Black, Hadley, et al.
Published: (2025)
by: Black, Hadley, et al.
Published: (2025)
A Framework for Searching in Graphs in the Presence of Errors
by: Dereniowski, Dariusz, et al.
Published: (2018)
by: Dereniowski, Dariusz, et al.
Published: (2018)
Smoothed Score Queries and the Complexity of Sampling
by: Liu, Jingbo
Published: (2026)
by: Liu, Jingbo
Published: (2026)
Learning multivariate Gaussians with imperfect advice
by: Bhattacharyya, Arnab, et al.
Published: (2024)
by: Bhattacharyya, Arnab, et al.
Published: (2024)
Entropy Coding of Unordered Data Structures
by: Kunze, Julius, et al.
Published: (2024)
by: Kunze, Julius, et al.
Published: (2024)
Optimal Graph Reconstruction by Counting Connected Components in Induced Subgraphs
by: Black, Hadley, et al.
Published: (2025)
by: Black, Hadley, et al.
Published: (2025)
Sample-Optimal Private Regression in Polynomial Time
by: Anderson, Prashanti, et al.
Published: (2025)
by: Anderson, Prashanti, et al.
Published: (2025)
Optimal and Near-Optimal Adaptive Vector Quantization
by: Ben-Basat, Ran, et al.
Published: (2024)
by: Ben-Basat, Ran, et al.
Published: (2024)
New Algorithmic Directions in Optimal Transport and Applications for Product Spaces
by: Beigi, Salman, et al.
Published: (2025)
by: Beigi, Salman, et al.
Published: (2025)
Reveal-or-Obscure: A Differentially Private Sampling Algorithm for Discrete Distributions
by: Tasnim, Naima, et al.
Published: (2025)
by: Tasnim, Naima, et al.
Published: (2025)
The Broader Landscape of Robustness in Algorithmic Statistics
by: Kamath, Gautam
Published: (2024)
by: Kamath, Gautam
Published: (2024)
The Information Theory of Similarity
by: Phadke, Nikit
Published: (2025)
by: Phadke, Nikit
Published: (2025)
Simple Opinion Dynamics for No-Regret Learning
by: Lazarsfeld, John, et al.
Published: (2023)
by: Lazarsfeld, John, et al.
Published: (2023)
Orthogonal Nonnegative Matrix Factorization with Sparsity Constraints
by: Basiri, Salar, et al.
Published: (2022)
by: Basiri, Salar, et al.
Published: (2022)
Distribution Learnability and Robustness
by: Ben-David, Shai, et al.
Published: (2024)
by: Ben-David, Shai, et al.
Published: (2024)
A Distribution Testing Approach to Clustering Distributions
by: Kumar, Gunjan, et al.
Published: (2025)
by: Kumar, Gunjan, et al.
Published: (2025)
Random Subgraph Detection Using Queries
by: Huleihel, Wasim, et al.
Published: (2021)
by: Huleihel, Wasim, et al.
Published: (2021)
Learning sparse generalized linear models with binary outcomes via iterative hard thresholding
by: Matsumoto, Namiko, et al.
Published: (2025)
by: Matsumoto, Namiko, et al.
Published: (2025)
Planted Bipartite Graph Detection
by: Rotenberg, Asaf, et al.
Published: (2023)
by: Rotenberg, Asaf, et al.
Published: (2023)
PTF Testing Lower Bounds for Non-Gaussian Component Analysis
by: Diakonikolas, Ilias, et al.
Published: (2025)
by: Diakonikolas, Ilias, et al.
Published: (2025)
On the Statistical Complexity of Sample Amplification
by: Axelrod, Brian, et al.
Published: (2022)
by: Axelrod, Brian, et al.
Published: (2022)
Gap-Free Clustering: Sensitivity and Robustness of SDP
by: Zurek, Matthew, et al.
Published: (2023)
by: Zurek, Matthew, et al.
Published: (2023)
Fast Computation of Optimal Transport via Entropy-Regularized Extragradient Methods
by: Li, Gen, et al.
Published: (2023)
by: Li, Gen, et al.
Published: (2023)
An optimal tradeoff between entanglement and copy complexity for state tomography
by: Chen, Sitan, et al.
Published: (2024)
by: Chen, Sitan, et al.
Published: (2024)
Optimal high-precision shadow estimation
by: Chen, Sitan, et al.
Published: (2024)
by: Chen, Sitan, et al.
Published: (2024)
Computation-Utility-Privacy Tradeoffs in Bayesian Estimation
by: Chen, Sitan, et al.
Published: (2026)
by: Chen, Sitan, et al.
Published: (2026)
The Geometry of Efficient Nonconvex Sampling
by: Vempala, Santosh S., et al.
Published: (2026)
by: Vempala, Santosh S., et al.
Published: (2026)
Inner Product Aware Quantization: Provably Fast, Accurate, and Adaptive Algorithms
by: White, Nathan, et al.
Published: (2026)
by: White, Nathan, et al.
Published: (2026)
Improved Approximation Algorithms for Index Coding
by: Chawin, Dror, et al.
Published: (2024)
by: Chawin, Dror, et al.
Published: (2024)
Sublinear Sketches for Approximate Nearest Neighbor and Kernel Density Estimation
by: Danait, Ved, et al.
Published: (2025)
by: Danait, Ved, et al.
Published: (2025)
Similar Items
-
MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization
by: Kleinegger, Maximilian, et al.
Published: (2026) -
Benchmarking Filtered Approximate Nearest Neighbor Search Algorithms on Transformer-based Embedding Vectors
by: Iff, Patrick, et al.
Published: (2025) -
Efficient Sketching and Nearest Neighbor Search Algorithms for Sparse Vector Sets
by: Bruch, Sebastian, et al.
Published: (2025) -
Distance Adaptive Beam Search for Provably Accurate Graph-Based Nearest Neighbor Search
by: Al-Jazzazi, Yousef, et al.
Published: (2025) -
Approximate Nearest Neighbor Search with Window Filters
by: Engels, Joshua, et al.
Published: (2024)