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model sparsity

17 papers

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Co-occurring keywords

model compression (3302) sparse neural network (45) network pruning (183) adversarial robustness (1341) neural network (6616) weight pruning (57) lottery ticket hypothesis (104) neural network compression (114) sparse explanation (4) approximate unlearning (4)

Papers

Sparse Brains are Also Adaptive Brains: Cognitive-Load-Aware Dynamic Activation for LLMs EACL 2026
Optimal Expert-Attention Allocation in Mixture-of-Experts: A Scalable Law for Dynamic Model Design ACL 2026
Improving Decision Sparsity NIPS 2024
Sparse maximal update parameterization: A holistic approach to sparse training dynamics NIPS 2024
Learning Adversarially Robust Sparse Networks via Weight Reparameterization AAAI 2023
Model Sparsity Can Simplify Machine Unlearning NIPS 2023
SpENCNN: Orchestrating Encoding and Sparsity for Fast Homomorphically Encrypted Neural Network Inference ICML 2023
SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute OSDI 2022
Sparse Double Descent: Where Network Pruning Aggravates Overfitting ICML 2022
Data-Efficient Double-Win Lottery Tickets from Robust Pre-training ICML 2022
UDC: Unified DNAS for Compressible TinyML Models for Neural Processing Units NIPS 2022
Compositional Generalization in Grounded Language Learning via Induced Model Sparsity NAACL 2022
Channel Permutations for N:M Sparsity NIPS 2021
Minimally Invasive Surgery for Sparse Neural Networks in Contrastive Manner CVPR 2021
QUICKSAL: A small and sparse visual saliency model for efficient inference in resource constrained hardware WACV 2020
Sparse DNNs with Improved Adversarial Robustness NIPS 2018
Approximation Vector Machines for Large-scale Online Learning JMLR 2017