quantization-aware training

Are Large Language Models Economically Viable for Industry Deployment? ACL 2026 BinaryAttention: One-Bit QK-Attention for Vision and Diffusion Transformers CVPR 2026 Bit-by-Bit: Progressive QAT Strategy with Outlier Channel Splitting for Stable Low-Bit LLMs ACL 2026 Double Rounding: Nearly Lossless Adaptive Bit Switching for QAT AAAI 2026 Learning Quantized Continuous Controllers for Integer Hardware L4DC 2026 PE-QAT: Parameter-Efficient Quantization-Aware Training for Large Language Models ACL 2026 Robust3DGSW: Toward Robust Watermarking for Quantization-Aware 3D Gaussian Splatting CVPR 2026 S2D: Selective Spectral Decay for Quantization-Friendly Conditioning of Neural Activations CVPR 2026 Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization ICCV 2025 BitTTS: Highly Compact Text-to-Speech Using 1.58-bit Quantization and Weight Indexing Interspeech 2025 Can Post-Training Quantization Benefit from an Additional QLoRA Integration? NAACL 2025 Continual Quantization-Aware Pre-Training: When to transition from 16-bit to 1.58-bit pre-training for BitNet language models? ACL 2025 EfficientQAT: Efficient Quantization-Aware Training for Large Language Models ACL 2025 JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration AAAI 2025 L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025 Outlier-Aware Post-Training Quantization for Image Super-Resolution ICCV 2025 PARQ: Piecewise-Affine Regularized Quantization ICML 2025 Punching Above Precision: Small Quantized Model Distillation with Learnable Regularizer ACML 2025 QT-DoG: Quantization-Aware Training for Domain Generalization ICML 2025 QuEST: Stable Training of LLMs with 1-Bit Weights and Activations ICML 2025 Rotate, Clip, and Partition: Towards W2A4KV4 Quantization by Integrating Rotation and Learnable Non-uniform Quantizer EMNLP 2025 Running Conventional Automatic Speech Recognition on Memristor Hardware: A Simulated Approach Interspeech 2025 Saliency-Aware Quantized Imitation Learning for Efficient Robotic Control ICCV 2025 Scaling Laws and Efficient Inference for Ternary Language Models ACL 2025 Scheduling Weight Transitions for Quantization-Aware Training ICCV 2025