conftrace_

low-bit quantization

39 papers

Explore in graph

Co-occurring keywords

model compression (3302) large language model (13587) model quantization (281) quantization-aware training (50) post-training quantization (131) weight quantization (137) knowledge distillation (3725) neural network quantization (122) inference acceleration (244) edge computing (210)

Papers

A Universal Self-Attention Enhancement for Bridging Low-bit Quantization and Vision Transformers WACV 2026
PE-QAT: Parameter-Efficient Quantization-Aware Training for Large Language Models ACL 2026
Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs ACL 2026
QuantVSR: Low-Bit Post-Training Quantization for Real-World Video Super-Resolution AAAI 2026
Reconstruction Attack-Resistant Inference Paradigm for LLM Cloud Services AAAI 2026
SPEED-Q: Staged Processing with Enhanced Distillation Towards Efficient Low-Bit On-Device VLM Quantization AAAI 2026
Unlocking the Potential of Lightweight Quantized Models for Deepfake Detection IJCAI 2025
ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025
JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration AAAI 2025
QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning ICCV 2025
Pioneering 4-Bit FP Quantization for Diffusion Models: Mixup-Sign Quantization and Timestep-Aware Fine-Tuning CVPR 2025
MPPQ: Enhancing Post-Training Quantization for LLMs via Mixed Supervision, Proxy Rounding, and Pre-Searching IJCAI 2025
Low-Bit Quantization Favors Undertrained LLMs ACL 2025
Why Do Some Inputs Break Low-Bit LLM Quantization? EMNLP 2025
PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models ACL 2025
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025
FIMA-Q: Post-Training Quantization for Vision Transformers by Fisher Information Matrix Approximation CVPR 2025
Grouped Sequency-arranged Rotation: Optimizing Rotation Transformation for Quantization for Free ACL 2025
Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression ACL 2024
PTQ4DiT: Post-training Quantization for Diffusion Transformers NIPS 2024
Self-Supervised Quantization-Aware Knowledge Distillation AISTATS 2024
2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution NIPS 2024
OneBit: Towards Extremely Low-bit Large Language Models NIPS 2024
AQ-DETR: Low-Bit Quantized Detection Transformer with Auxiliary Queries AAAI 2024
QuantSR: Accurate Low-bit Quantization for Efficient Image Super-Resolution NIPS 2023