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Model Compression

1503 directly classified papers

Papers per year

Papers

Adaptive Neural Network Quantization For Lightweight Speaker Verification INTERSPEECH 2023
Augmentation-Free Dense Contrastive Knowledge Distillation for Efficient Semantic Segmentation NIPS 2023
Self-Decoupling and Ensemble Distillation for Efficient Segmentation AAAI 2023
T2-GNN: Graph Neural Networks for Graphs with Incomplete Features and Structure via Teacher-Student Distillation AAAI 2023
Steganography of Steganographic Networks AAAI 2023
Efficient Distributed Inference of Deep Neural Networks via Restructuring and Pruning AAAI 2023
Extracting Low-/High- Frequency Knowledge from Graph Neural Networks and Injecting It into MLPs: An Effective GNN-to-MLP Distillation Framework AAAI 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks AAAI 2023
A Survey on Model Compression and Acceleration for Pretrained Language Models AAAI 2023
Lottery Pools: Winning More by Interpolating Tickets without Increasing Training or Inference Cost AAAI 2023
Model Sparsity Can Simplify Machine Unlearning NIPS 2023
Mini-Model Adaptation: Efficiently Extending Pretrained Models to New Languages via Aligned Shallow Training ACL 2023
A Model for Every User and Budget: Label-Free and Personalized Mixed-Precision Quantization INTERSPEECH 2023
Compressing Explicit Voxel Grid Representations: Fast NeRFs Become Also Small WACV 2023
Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models ACL 2023
Teacher and Student Models of Offensive Language in Social Media ACL 2023
Fixed Input Parameterization for Efficient Prompting ACL 2023
LightFormer: Light-weight Transformer Using SVD-based Weight Transfer and Parameter Sharing ACL 2023
Structured Pruning for Efficient Generative Pre-trained Language Models ACL 2023
FiDO: Fusion-in-Decoder optimized for stronger performance and faster inference ACL 2023
Fixing MoE Over-Fitting on Low-Resource Languages in Multilingual Machine Translation ACL 2023
Using Bottleneck Adapters to Identify Cancer in Clinical Notes under Low-Resource Constraints ACL 2023
YNU-HPCC at WASSA-2023 Shared Task 1: Large-scale Language Model with LoRA Fine-Tuning for Empathy Detection and Emotion Classification ACL 2023
Understanding the Effect of Model Compression on Social Bias in Large Language Models EMNLP 2023
Are Compressed Language Models Less Subgroup Robust? EMNLP 2023