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Model Compression

1,952 papers

Papers per year

6
114
489
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Papers

Reconstructive Neuron Pruning for Backdoor Defense ICML 2023
LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation ICML 2023
Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time ICML 2023
Trapdoor Normalization with Irreversible Ownership Verification ICML 2023
STEP: Learning N:M Structured Sparsity Masks from Scratch with Precondition ICML 2023
Gradient-Free Structured Pruning with Unlabeled Data ICML 2023
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference ICML 2023
UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers ICML 2023
UPSCALE: Unconstrained Channel Pruning ICML 2023
Adaptive Smoothing Gradient Learning for Spiking Neural Networks ICML 2023
DIVISION: Memory Efficient Training via Dual Activation Precision ICML 2023
Understanding Int4 Quantization for Language Models: Latency Speedup, Composability, and Failure Cases ICML 2023
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models ICML 2023
Bi-directional Masks for Efficient N:M Sparse Training ICML 2023
Rockmate: an Efficient, Fast, Automatic and Generic Tool for Re-materialization in PyTorch ICML 2023
NNSplitter: An Active Defense Solution for DNN Model via Automated Weight Obfuscation ICML 2023
A Three-regime Model of Network Pruning ICML 2023
Black-box Prompt Tuning for Vision-Language Model as a Service IJCAI 2023
A Low Latency Adaptive Coding Spike Framework for Deep Reinforcement Learning IJCAI 2023
SmartBERT: A Promotion of Dynamic Early Exiting Mechanism for Accelerating BERT Inference IJCAI 2023
Privacy-Preserving End-to-End Spoken Language Understanding IJCAI 2023
Parameter-efficient Dysarthric Speech Recognition Using Adapter Fusion and Householder Transformation INTERSPEECH 2023
Towards Fully Quantized Neural Networks For Speech Enhancement INTERSPEECH 2023
Task-Agnostic Structured Pruning of Speech Representation Models INTERSPEECH 2023
Cascaded Multi-task Adaptive Learning Based on Neural Architecture Search INTERSPEECH 2023