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Model Compression

1503 directly classified papers

Papers per year

Papers

Adaptive Depth Networks with Skippable Sub-Paths NIPS 2024
A Privacy Preserving Federated Learning (PPFL) Based Cognitive Digital Twin (CDT) Framework for Smart Cities AAAI 2024
Effective Data Distillation for Tabular Datasets (Student Abstract) AAAI 2024
Linearly Decomposing and Recomposing Vision Transformers for Diverse-Scale Models NIPS 2024
Stylus: Automatic Adapter Selection for Diffusion Models NIPS 2024
Norm Tweaking: High-Performance Low-Bit Quantization of Large Language Models AAAI 2024
Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models NIPS 2024
Binarized Diffusion Model for Image Super-Resolution NIPS 2024
EFUF: Efficient Fine-Grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models EMNLP 2024
A Comprehensive Evaluation of Quantization Strategies for Large Language Models ACL 2024
Find the Lady: Permutation and Re-synchronization of Deep Neural Networks AAAI 2024
Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training NIPS 2024
Cluster-Learngene: Inheriting Adaptive Clusters for Vision Transformers NIPS 2024
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood NIPS 2024
ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization NIPS 2024
Learning Performance Maximizing Ensembles with Explainability Guarantees AAAI 2024
Concealing Sensitive Samples against Gradient Leakage in Federated Learning AAAI 2024
SIRIUS : Contexual Sparisty with Correction for Efficient LLMs NIPS 2024
SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model NIPS 2024
PaGoDA: Progressive Growing of a One-Step Generator from a Low-Resolution Diffusion Teacher NIPS 2024
Efficient Reinforcement Learning by Discovering Neural Pathways NIPS 2024
WRP: Weight Recover Prune for Structured Sparsity ACL 2024
Integer Is Enough: When Vertical Federated Learning Meets Rounding AAAI 2024
ESPACE: Dimensionality Reduction of Activations for Model Compression NIPS 2024
Sparse High Rank Adapters NIPS 2024