conftrace_

edge deployment

58 papers

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Co-occurring keywords

model compression (3302) knowledge distillation (3725) edge computing (210) model quantization (281) vision transformer (1106) weight quantization (137) efficient computing (781) small language model (204) large language model (13587) neural network (6616)

Papers

Demystifying Small Language Models for Edge Deployment ACL 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
SLM-SQL: An Exploration of Small Language Models for Text-to-SQL AACL 2025
Compressing Large Language Models using Low Rank and Low Precision Decomposition NIPS 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
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
One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Training AAAI 2024
Towards Next-Level Post-Training Quantization of Hyper-Scale Transformers NIPS 2024
Stepping Forward on the Last Mile NIPS 2024
Further Compressing Distilled Language Models via Frequency-aware Partial Sparse Coding of Embeddings CONLL 2024
TinyAgent: Function Calling at the Edge EMNLP 2024
Automatic Attention Pruning: Improving and Automating Model Pruning using Attentions AISTATS 2023
I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference ICCV 2023
A Mixed-Precision Quantization Method without Accuracy Degradation Using Semilayers ACML 2023
Lite-Mono: A Lightweight CNN and Transformer Architecture for Self-Supervised Monocular Depth Estimation CVPR 2023
Differentiable Transportation Pruning ICCV 2023
X-Pruner: eXplainable Pruning for Vision Transformers CVPR 2023
BiFSMN: Binary Neural Network for Keyword Spotting IJCAI 2022
To Fold or Not to Fold: a Necessary and Sufficient Condition on Batch-Normalization Layers Folding IJCAI 2022
EyePAD++: A Distillation-Based Approach for Joint Eye Authentication and Presentation Attack Detection Using Periocular Images CVPR 2022
Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices INTERSPEECH 2022
A Lightweight Framework for Online Voice Activity Detection in the Wild INTERSPEECH 2021
Learning a Neural Diff for Speech Models INTERSPEECH 2021