conftrace_

model pruning

237 papers

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Co-occurring keywords

model compression (3302) knowledge distillation (3725) neural network pruning (265) large language model (13587) lottery ticket hypothesis (104) neural network optimization (1293) transfer learning (5449) network pruning (183) neural network (6616) model quantization (281)

Papers

Pruning Unsafe Tickets: A Resource-Efficient Framework for Safer and More Robust LLMs ACL 2026
From Lightweight CNNs to SpikeNets: Benchmarking Accuracy-Energy Tradeoffs with Pruned Spiking SqueezeNet WACV 2026
Mosaic Pruning: A Hierarchical Framework for Generalizable Pruning of Mixture-of-Experts Models AAAI 2026
LaCo: Layer-wise Compensation for Pruned Large Language Models ACL 2026
D2 Prune: Sparsifying Large Language Models via Dual Taylor Expansion and Attention Distribution Awareness AAAI 2026
FastFLUX: Pruning FLUX with Block-wise Replacement and Sandwich Training AAAI 2026
Self-Adaptive Graph Mixture of Models AAAI 2026
Tailored ViT Slimming: Budget-Aware Multi-Dimensional Sparsity Regularization for Vision Transformers Pruning (Student Abstract) AAAI 2026
EfficientLLM: Unified Pruning-Aware Pretraining for Auto-Designed Compact Language Models ACL 2026
PDTrim: Targeted Pruning for Prefill-Decode Disaggregation in Inference ACL 2026
C-GNN-PRUNE: A Unified Graph-Based Framework for Structure-Aware Pruning of Mixture-of-Experts Models AAAI 2026
SEAP: Sparse Expert Activation Pruning Unlocks the Brainpower of Large Language Models AAAI 2026
Crash2DocAI: Automated Integration of Post-Crash Car Part Images into Technical Reports WACV 2026
MSCFL: Model Structure-Aware Clustered Federated Learning for System Heterogeneity and Data Drift AAAI 2026
Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models ICCV 2025
Neural Parameter Search for Slimmer Fine-Tuned Models and Better Transfer ACL 2025
DRPruning: Efficient Large Language Model Pruning through Distributionally Robust Optimization ACL 2025
Free Lunch in the Forest: Functionally-Identical Pruning of Boosted Tree Ensembles AAAI 2025
Mobile Video Diffusion ICCV 2025
Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025
The Impact of Inference Acceleration on Bias of LLMs NAACL 2025
P2 Law: Scaling Law for Post-Training After Model Pruning ACL 2025
STUN: Structured-Then-Unstructured Pruning for Scalable MoE Pruning ACL 2025
Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks AAAI 2025
Exploring Activation Patterns of Parameters in Language Models AAAI 2025