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Papers
DQT: Dynamic Quantization Training via Dequantization-Free Nested Integer Arithmetic
AAAI 2026
GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning
ACL 2025
A Fast Convoluted Story: Scaling Probabilistic Inference for Integer Arithmetics
NeurIPS 2024
I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference
ICCV 2023
Scaling integer arithmetic in probabilistic programs
UAI 2023
Training Transformers with 4-bit Integers
NeurIPS 2023
Winning Both the Accuracy of Floating Point Activation and the Simplicity of Integer Arithmetic
ICLR 2023
Fast Lossless Neural Compression with Integer-Only Discrete Flows
ICML 2022
Is Integer Arithmetic Enough for Deep Learning Training?
NeurIPS 2022
Integer-Arithmetic-Only Certified Robustness for Quantized Neural Networks
ICCV 2021
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
ICLR 2020
DSConv: Efficient Convolution Operator
ICCV 2019
Lossless or Quantized Boosting with Integer Arithmetic
ICML 2019
Pieces of Eight: 8-bit Neural Machine Translation
NAACL 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference
CVPR 2018
Personnel Scheduling as Satisfiability Modulo Theories
IJCAI 2017
On the Efficient Representation and Execution of Deep Acoustic Models
Interspeech 2016