model quantization

From Attention to Activation: Unraveling the Enigmas of Large Language Models ICLR 2025 GIFT-SW: Gaussian noise Injected Fine-Tuning of Salient Weights for LLMs ACL 2025 “Give Me BF16 or Give Me Death”? Accuracy-Performance Trade-Offs in LLM Quantization ACL 2025 GradQ-ViT: Robust and Efficient Gradient Quantization for Vision Transformers AAAI 2025 GSQ-Tuning: Group-Shared Exponents Integer in Fully Quantized Training for LLMs On-Device Fine-tuning ACL 2025 HIGGS: Pushing the Limits of Large Language Model Quantization via the Linearity Theorem NAACL 2025 Interpreting the Effects of Quantization on LLMs IJCNLP 2025 Jamba: Hybrid Transformer-Mamba Language Models ICLR 2025 JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration AAAI 2025 KurTail : Kurtosis-based LLM Quantization EMNLP 2025 LiteLMGuard: Seamless and Lightweight On-Device Guardrails for Small Language Models against Quantization Vulnerabilities IJCNLP 2025 LLMs on a Budget? Say HOLA EMNLP 2025 LMU at PerAnsSumm 2025: LlaMA-in-the-loop at Perspective-Aware Healthcare Answer Summarization Task 2.2 Factuality NAACL 2025 MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models ACL 2025 On-Device LLMs for Home Assistant: Dual Role in Intent Detection and Response Generation NAACL 2025 One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025 Optimizing Quantized Diffusion Models via Distillation with Cross-Timestep Error Correction AAAI 2025 Outlier-Safe Pre-Training for Robust 4-Bit Quantization of Large Language Models ACL 2025 PaCA: Partial Connection Adaptation for Efficient Fine-Tuning ICLR 2025 Pioneering 4-Bit FP Quantization for Diffusion Models: Mixup-Sign Quantization and Timestep-Aware Fine-Tuning CVPR 2025 PTQ4VM: Post-Training Quantization for Visual Mamba WACV 2025 QERA: an Analytical Framework for Quantization Error Reconstruction ICLR 2025 Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025 Q-MiniSAM2: A Quantization-based Benchmark for Resource-Efficient Video Segmentation IJCAI 2025 QSpec: Speculative Decoding with Complementary Quantization Schemes EMNLP 2025