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Model Compression

1674 directly classified papers

Papers per year

Papers

CSTAR: Towards Compact and Structured Deep Neural Networks with Adversarial Robustness AAAI 2023
Rockmate: an Efficient, Fast, Automatic and Generic Tool for Re-materialization in PyTorch ICML 2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks AAAI 2023
Bi-directional Masks for Efficient N:M Sparse Training ICML 2023
Pruning Parameterization With Bi-Level Optimization for Efficient Semantic Segmentation on the Edge CVPR 2023
Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation CVPR 2023
A Gradient Control Method for Backdoor Attacks on Parameter-Efficient Tuning ACL 2023
Traversing Between Modes in Function Space for Fast Ensembling ICML 2023
Learning To Retain While Acquiring: Combating Distribution-Shift in Adversarial Data-Free Knowledge Distillation CVPR 2023
COMCAT: Towards Efficient Compression and Customization of Attention-Based Vision Models ICML 2023
Binary and Ternary Natural Language Generation ACL 2023
Generic-to-Specific Distillation of Masked Autoencoders CVPR 2023
Compressing Volumetric Radiance Fields to 1 MB CVPR 2023
Boosting Accuracy and Robustness of Student Models via Adaptive Adversarial Distillation CVPR 2023
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models ICML 2023
Bit-Shrinking: Limiting Instantaneous Sharpness for Improving Post-Training Quantization CVPR 2023
Understanding Int4 Quantization for Language Models: Latency Speedup, Composability, and Failure Cases ICML 2023
DepGraph: Towards Any Structural Pruning CVPR 2023
Adaptive Data-Free Quantization CVPR 2023
Memory-efficient NLLB-200: Language-specific Expert Pruning of a Massively Multilingual Machine Translation Model ACL 2023
DIVISION: Memory Efficient Training via Dual Activation Precision ICML 2023
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network With Large Input CVPR 2023
UPSCALE: Unconstrained Channel Pruning ICML 2023
Balanced Column-Wise Block Pruning for Maximizing GPU Parallelism AAAI 2023
Memory-Friendly Scalable Super-Resolution via Rewinding Lottery Ticket Hypothesis CVPR 2023