edge deployment

Pruning One More Token is Enough: Leveraging Latency-Workload Non-Linearities for Vision Transformers on the Edge WACV 2025 RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Linguistic Classifiers COLING 2025 Robust Machine Unlearning for Quantized Neural Networks via Adaptive Gradient Reweighting with Similar Labels ICCV 2025 Saliency-Aware Quantized Imitation Learning for Efficient Robotic Control ICCV 2025 Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism AAAI 2025 ViM-VQ: Efficient Post-Training Vector Quantization for Visual Mamba ICCV 2025 VQ4DiT: Efficient Post-Training Vector Quantization for Diffusion Transformers AAAI 2025 Compressing Large Language Models using Low Rank and Low Precision Decomposition NeurIPS 2024 Further Compressing Distilled Language Models via Frequency-aware Partial Sparse Coding of Embeddings CoNLL 2024 Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing ICLR 2024 Mobile PresenTra: NICT fast neural text-to-speech system on smartphones with incremental inference of MS-FC-HiFi-GAN for law-latency synthesis Interspeech 2024 One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Training AAAI 2024 Stepping Forward on the Last Mile NeurIPS 2024 TinyAgent: Function Calling at the Edge EMNLP 2024 Towards Next-Level Post-Training Quantization of Hyper-Scale Transformers NeurIPS 2024 USDN: A Unified Sample-Wise Dynamic Network With Mixed-Precision and Early-Exit WACV 2024 π-Light: Programmatic Interpretable Reinforcement Learning for Resource-Limited Traffic Signal Control AAAI 2024 A Mixed-Precision Quantization Method without Accuracy Degradation Using Semilayers ACML 2023 Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions AISTATS 2023 Differentiable Transportation Pruning ICCV 2023 I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference ICCV 2023 Lite-Mono: A Lightweight CNN and Transformer Architecture for Self-Supervised Monocular Depth Estimation CVPR 2023 X-Pruner: eXplainable Pruning for Vision Transformers CVPR 2023 BiFSMN: Binary Neural Network for Keyword Spotting IJCAI 2022 Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices Interspeech 2022