model quantization

Qua2SeDiMo: Quantifiable Quantization Sensitivity of Diffusion Models AAAI 2025 QUADS: Quantized Distillation Framework for Efficient Speech Language Understanding Interspeech 2025 Quaff: Quantized Parameter-Efficient Fine-Tuning under Outlier Spatial Stability Hypothesis ACL 2025 QuantCache: Adaptive Importance-Guided Quantization with Hierarchical Latent and Layer Caching for Video Generation ICCV 2025 Quantized but Deceptive? A Multi-Dimensional Truthfulness Evaluation of Quantized LLMs EMNLP 2025 Quantized Can Still Be Calibrated: A Unified Framework to Calibration in Quantized Large Language Models ACL 2025 QuEST: Low-bit Diffusion Model Quantization via Efficient Selective Finetuning ICCV 2025 QuZO: Quantized Zeroth-Order Fine-Tuning for Large Language Models EMNLP 2025 Recover-LoRA: Data-Free Accuracy Recovery of Degraded Language Models via Low-Rank Adaptation EMNLP 2025 Revisiting Pruning vs Quantization for Small Language Models EMNLP 2025 RILQ: Rank-Insensitive LoRA-Based Quantization Error Compensation for Boosting 2-Bit Large Language Model Accuracy AAAI 2025 Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels ICCV 2025 Scaling Down, Serving Fast: Compressing and Deploying Efficient LLMs for Recommendation Systems EMNLP 2025 Scaling FP8 training to trillion-token LLMs ICLR 2025 Self-calibration for Language Model Quantization and Pruning NAACL 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 Sorbet: A Neuromorphic Hardware-Compatible Transformer-Based Spiking Language Model ICML 2025 Split Adaptation for Pre-trained Vision Transformers CVPR 2025 SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning AAAI 2025 SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning ICLR 2025 ThinkSLM: Towards Reasoning in Small Language Models EMNLP 2025 TinySAM: Pushing the Envelope for Efficient Segment Anything Model AAAI 2025 Towards One-bit ASR: Extremely Low-bit Conformer Quantization Using Co-training and Stochastic Precision Interspeech 2025 Towards Practical Real-Time Neural Video Compression CVPR 2025 Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models NAACL 2025