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Model Compression

1928 directly classified papers

Papers per year

Papers

MADTP: Multimodal Alignment-Guided Dynamic Token Pruning for Accelerating Vision-Language Transformer CVPR 2024
READ-PVLA: Recurrent Adapter with Partial Video-Language Alignment for Parameter-Efficient Transfer Learning in Low-Resource Video-Language Modeling AAAI 2024
Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming NIPS 2024
Adapters Strike Back CVPR 2024
BAM! Just Like That: Simple and Efficient Parameter Upcycling for Mixture of Experts NIPS 2024
WOUAF: Weight Modulation for User Attribution and Fingerprinting in Text-to-Image Diffusion Models CVPR 2024
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer CVPR 2024
QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion NIPS 2024
FedMef: Towards Memory-efficient Federated Dynamic Pruning CVPR 2024
EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature NIPS 2024
Quantization of Large Language Models with an Overdetermined Basis UAI 2024
Learning to Compress Prompt in Natural Language Formats NAACL 2024
ZipCache: Accurate and Efficient KV Cache Quantization with Salient Token Identification NIPS 2024
Data-Free Quantization via Pseudo-label Filtering CVPR 2024
VB-LoRA: Extreme Parameter Efficient Fine-Tuning with Vector Banks NIPS 2024
MiLoRA: Efficient Mixture of Low-Rank Adaptation for Large Language Models Fine-tuning EMNLP 2024
MULTIFLOW: Shifting Towards Task-Agnostic Vision-Language Pruning CVPR 2024
Do Localization Methods Actually Localize Memorized Data in LLMs? A Tale of Two Benchmarks NAACL 2024
Efficient Multitask Dense Predictor via Binarization CVPR 2024
Compact 3D Gaussian Representation for Radiance Field CVPR 2024
SAM-PARSER: Fine-Tuning SAM Efficiently by Parameter Space Reconstruction AAAI 2024
The Mamba in the Llama: Distilling and Accelerating Hybrid Models NIPS 2024
On the Robustness of Neural Models for Full Sentence Transformation NAACL 2024
Do Emergent Abilities Exist in Quantized Large Language Models: An Empirical Study COLING 2024
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks using the Marginal Likelihood NIPS 2024