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Papers
LitePred: Transferable and Scalable Latency Prediction for Hardware-Aware Neural Architecture Search
NSDI 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization
IJCAI 2024
LLM Performance Predictors are good initializers for Architecture Search
ACL 2024
LoNAS: Elastic Low-Rank Adapters for Efficient Large Language Models
COLING 2024
LPZero: Language Model Zero-cost Proxy Search from Zero
EMNLP 2024
Masked Distillation Advances Self-Supervised Transformer Architecture Search
ICLR 2024
Medical Neural Architecture Search: Survey and Taxonomy
IJCAI 2024
Mixture-of-Supernets: Improving Weight-Sharing Supernet Training with Architecture-Routed Mixture-of-Experts
ACL 2024
MOTE-NAS: Multi-Objective Training-based Estimate for Efficient Neural Architecture Search
NeurIPS 2024
Multimodal Graph Neural Architecture Search under Distribution Shifts
AAAI 2024
Multi-Objective Neural Architecture Search by Learning Search Space Partitions
JMLR 2024
Neural Architecture Retrieval
ICLR 2024
Neural Architecture Search Finds Robust Models by Knowledge Distillation
UAI 2024
Neural Fine-Tuning Search for Few-Shot Learning
ICLR 2024
Parameter-Efficient Adapter Based on Pre-trained Models for Speech Translation
Interspeech 2024
PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search
AAAI 2024
Robustifying and Boosting Training-Free Neural Architecture Search
ICLR 2024
Robust NAS under adversarial training: benchmark, theory, and beyond
ICLR 2024
SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training
AAAI 2024
Search for Efficient Large Language Models
NeurIPS 2024
Seesaw: Compensating for Nonlinear Reduction with Linear Computations for Private Inference
ICML 2024
Shears: Unstructured Sparsity with Neural Low-rank Adapter Search
NAACL 2024
SNED: Superposition Network Architecture Search for Efficient Video Diffusion Model
CVPR 2024
Speeding up NAS with Adaptive Subset Selection
AutoML 2024
StyDeSty: Min-Max Stylization and Destylization for Single Domain Generalization
ICML 2024