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Model Compression

1928 directly classified papers

Papers per year

Papers

Balanced Column-Wise Block Pruning for Maximizing GPU Parallelism AAAI 2023
On Prefix-tuning for Lightweight Out-of-distribution Detection ACL 2023
DIVISION: Memory Efficient Training via Dual Activation Precision ICML 2023
FacT: Factor-Tuning for Lightweight Adaptation on Vision Transformer AAAI 2023
Pruning Pre-trained Language Models Without Fine-Tuning ACL 2023
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and Decoding ACL 2023
Prefix Propagation: Parameter-Efficient Tuning for Long Sequences ACL 2023
GOHSP: A Unified Framework of Graph and Optimization-Based Heterogeneous Structured Pruning for Vision Transformer AAAI 2023
Fast and Accurate Binary Neural Networks Based on Depth-Width Reshaping AAAI 2023
A Survey on Model Compression and Acceleration for Pretrained Language Models AAAI 2023
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks AAAI 2023
Dynamic Structure Pruning for Compressing CNNs AAAI 2023
Safety Aware Neural Pruning for Deep Reinforcement Learning (Student Abstract) AAAI 2023
OMPQ: Orthogonal Mixed Precision Quantization AAAI 2023
Learning Adversarially Robust Sparse Networks via Weight Reparameterization AAAI 2023
Complement Sparsification: Low-Overhead Model Pruning for Federated Learning AAAI 2023
Efficient Distributed Inference of Deep Neural Networks via Restructuring and Pruning AAAI 2023
Parameter-efficient Weight Ensembling Facilitates Task-level Knowledge Transfer ACL 2023
Self-Distilled Quantization: Achieving High Compression Rates in Transformer-Based Language Models ACL 2023
OpenDelta: A Plug-and-play Library for Parameter-efficient Adaptation of Pre-trained Models ACL 2023
MobileNMT: Enabling Translation in 15MB and 30ms ACL 2023
PreQuant: A Task-agnostic Quantization Approach for Pre-trained Language Models ACL 2023
An Exploratory Study on Model Compression for Text-to-SQL ACL 2023
PruMUX: Augmenting Data Multiplexing with Model Compression ACL 2023
A Regularized Conditional GAN for Posterior Sampling in Image Recovery Problems NIPS 2023