conftrace_

sparse model

83 papers

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Co-occurring keywords

model compression (3302) model pruning (237) mixture of expert (640) neural network pruning (265) feature selection (649) large language model (13587) sparse optimization (246) neural network (6616) convex optimization (1321) neural network optimization (1293)

Papers

Efficient Plug-and-Play Weight Refinement for Sparse Large Models AAAI 2026
Communication-Efficient Heterogeneous Federated Learning with Sparse Prototypes in Resource-Constrained Environments AAAI 2026
Accelerating Dense LLMs via L0-regularized Mixture-of-Experts ACL 2025
Sparse SVM with Hard-Margin Loss: a Newton-Augmented Lagrangian Method in Reduced Dimensions JMLR 2025
STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning ACL 2025
Masks Can be Learned as an Alternative to Experts ACL 2025
SIRIUS : Contexual Sparisty with Correction for Efficient LLMs NIPS 2024
SpaFL: Communication-Efficient Federated Learning With Sparse Models And Low Computational Overhead NIPS 2024
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models NIPS 2024
XMoE: Sparse Models with Fine-grained and Adaptive Expert Selection ACL 2024
FastSurvival: Hidden Computational Blessings in Training Cox Proportional Hazards Models NIPS 2024
SQFT: Low-cost Model Adaptation in Low-precision Sparse Foundation Models EMNLP 2024
Harnessing Manycore Processors with Distributed Memory for Accelerated Training of Sparse and Recurrent Models AAAI 2024
Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models EMNLP 2024
Sparse and Faithful Explanations Without Sparse Models AISTATS 2024
Once for Both: Single Stage of Importance and Sparsity Search for Vision Transformer Compression CVPR 2024
Scale-invariant Optimal Sampling for Rare-events Data and Sparse Models NIPS 2024
Bias in Pruned Vision Models: In-Depth Analysis and Countermeasures CVPR 2023
Efficient Personalized Federated Learning via Sparse Model-Adaptation ICML 2023
Breaking through Deterministic Barriers: Randomized Pruning Mask Generation and Selection EMNLP 2023
Exploring and Interacting with the Set of Good Sparse Generalized Additive Models NIPS 2023
TJUNLP:System Description for the WMT23 Literary Task in Chinese to English Translation Direction EMNLP 2023
G-SPEED: General SParse Efficient Editing MoDel EMNLP 2023
CSTAR: Towards Compact and Structured Deep Neural Networks with Adversarial Robustness AAAI 2023
Fast, Differentiable and Sparse Top-k: a Convex Analysis Perspective ICML 2023