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model quantization

315 papers

Papers

Low-bit Shift Network for End-to-End Spoken Language Understanding Interspeech 2022 Low-complex and Highly-performed Binary Residual Neural Network for Small-footprint Keyword Spotting Interspeech 2022 Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking IJCAI 2022 Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NeurIPS 2022 Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training ICML 2022 QSFL: A Two-Level Uplink Communication Optimization Framework for Federated Learning ICML 2022 Quadapter: Adapter for GPT-2 Quantization EMNLP 2022 Quantized Training of Gradient Boosting Decision Trees NeurIPS 2022 Q-ViT: Accurate and Fully Quantized Low-bit Vision Transformer NeurIPS 2022 Scaling Language Model Size in Cross-Device Federated Learning ACL 2022 SDQ: Stochastic Differentiable Quantization with Mixed Precision ICML 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 Sub-8-Bit Quantization Aware Training for 8-Bit Neural Network Accelerator with On-Device Speech Recognition Interspeech 2022 Too Brittle to Touch: Comparing the Stability of Quantization and Distillation towards Developing Low-Resource MT Models EMNLP 2022 Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models EMNLP 2022 Who Says Elephants Can’t Run: Bringing Large Scale MoE Models into Cloud Scale Production EMNLP 2022 Zero-Shot Dynamic Quantization for Transformer Inference EMNLP 2022 4-Bit Quantization of LSTM-Based Speech Recognition Models Interspeech 2021 Alternating Direction Method of Multipliers for Quantization AISTATS 2021 Arabic Compact Language Modelling for Resource Limited Devices EACL 2021 Automated Log-Scale Quantization for Low-Cost Deep Neural Networks CVPR 2021 BatchQuant: Quantized-for-all Architecture Search with Robust Quantizer NeurIPS 2021 Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression EMNLP 2021 Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization AAAI 2021 Degree-Quant: Quantization-Aware Training for Graph Neural Networks ICLR 2021