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Model Compression

1,785 papers

Papers per year

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Papers

ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks ICML 2022
Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning ICML 2022
The Combinatorial Brain Surgeon: Pruning Weights That Cancel One Another in Neural Networks ICML 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance ICML 2022
Online Hybrid Lightweight Representations Learning: Its Application to Visual Tracking IJCAI 2022
Dite-HRNet: Dynamic Lightweight High-Resolution Network for Human Pose Estimation IJCAI 2022
Efficient and Accurate Conversion of Spiking Neural Network with Burst Spikes IJCAI 2022
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022
Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural Reparameterization IJCAI 2022
Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks IJCNLP 2022
Regularizing Transformer-based Acoustic Models by Penalizing Attention Weights INTERSPEECH 2022
Binary Early-Exit Network for Adaptive Inference on Low-Resource Devices INTERSPEECH 2022
EPIC TTS Models: Empirical Pruning Investigations Characterizing Text-To-Speech Models INTERSPEECH 2022
MISRNet: Lightweight Neural Vocoder Using Multi-Input Single Shared Residual Blocks INTERSPEECH 2022
Accelerating Inference and Language Model Fusion of Recurrent Neural Network Transducers via End-to-End 4-bit Quantization INTERSPEECH 2022
A Passive Similarity based CNN Filter Pruning for Efficient Acoustic Scene Classification INTERSPEECH 2022
Low-bit Shift Network for End-to-End Spoken Language Understanding INTERSPEECH 2022
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative Filtering NAACL 2022
MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation NAACL 2022
KroneckerBERT: Significant Compression of Pre-trained Language Models Through Kronecker Decomposition and Knowledge Distillation NAACL 2022
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline NAACL 2022
Adaptable Adapters NAACL 2022
Leaner and Faster: Two-Stage Model Compression for Lightweight Text-Image Retrieval NAACL 2022
Learning to Win Lottery Tickets in BERT Transfer via Task-agnostic Mask Training NAACL 2022
Demystifying and Generalizing BinaryConnect NIPS 2021