2021年 ICCV / NeurIPS / AAAI 中Neural Architecture Search (NAS) 神经网络结构搜索相关论文汇总

ICCV (35篇)

1. Learning Latent Architectural Distribution in Differentiable Neural Architecture Search via Variational Information Maximization
2. AdvRush Searching for Adversarially Robust Neural Architectures
3. Boss NAS Exploring Hybrid CNN Transformers With Block Wisely Self Supervised Neural Architecture Search
4. Evolving Search Space for Neural Architecture Search
5. NASOoD Neural Architecture Search for Out of Distribution Generalization
6. Not All Operations Contribute Equally Hierarchical Operation Adaptive Predictor for Neural Architecture Search
7. Homogeneous Architecture Augmentation for Neural Predictor
8. RANKNOSH Efficient Predictor Based Architecture Searchvia Non Uniform Successive Halving
9. Pyramid Architecture Search for Real Time Image Deblurring
10. GLiT Neural Architecture Search for Global and Local Image Transformer
11. ECDARTS Inducing Equalized and Consistent Optimization Into DARTS
12. PiNAS Improving Neural Architecture Search by Reducing Supernet Training Consistency Shift
13. Auto Space Neural Architecture Search With Less Human Interference
14. TAutoML Automated Machine Learning for Lesion Segmentation Using Transformers in 3D Medical Imaging
15. BNNAS Neural Architecture Search With Batch Normalization
16. IDARTS Interactive Differentiable Architecture Search
17. ZenNAS A Zero Shot NAS for High Performance Image Recognition
18. AutoFormer Searching Transformers for Visual Recognition
19. Once Quantization Aware Training High Performance Extremely Low Bit Architecture Search
20. CMNAS Cross Modality Neural Architecture Search for Visible Infrared Person Re-Identification
21. Differentiable Convolution Search for Point Cloud Processing
22. Distilling Optimal Neural Networks Rapid Search in Diverse Spaces
23. Achieving On Mobile Real Time Super Resolution With Neural Architecture and Pruning Search
24. FairNAS Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search
25. Neural Architecture Search for Joint Human Parsing and Pose Estimation
26. SACoD Sensor Algorithm CoDesign Towards Efficient CNN Powered Intelligent PhlatCam
27. NASOA Towards Faster Task Oriented Online Fine Tuning With a Zoo of Models
28. iNAS Integral NAS for Device Aware Salient Object Detection
29. Reconfig ISP Reconfigurable Camera Image Processing Pipeline
30. Searching for Two Stream Models in Multivariate Space for Video Recognition
31. Searching for Controllable Image Restoration Networks
32. Exploring Relational Context for Multi Task Dense Prediction
33. Spatial Temporal Consistency Network for Low Latency Trajectory Forecasting
34. Exploration and Estimation for Model Compression
35. Direct Differentiable Augmentation Search

NeurIPS / NIPS （28篇）

1. Graph Differentiable Architecture Search with StructureLearning
2. TNASPA Transformer based NAS Predictor with a Self evolution Framework
3. Stronger NAS with Weaker Predictors
4. Differentiable Synthesis of Program Architectures
5. BatchQuant Quantized for all Architecture Search with Robust Quantizer
6. Generic Neural Architecture Search via Regression
7. NASBenchx11 and the Power of Learning Curves
8. How Powerful are Performance Predictors in Neural Architecture Search
9. Speedy Performance Estimation for Neural Architecture Search
10. Evaluating Efficient Performance Estimators of Neural Architectures
11. Progressive Feature Interaction Search for Deep Sparse Network
12. Hardware adaptive Efficient Latency Prediction for NAS via Meta Learning
13. Searching the Search Space of Vision Transformer
14. Task Adaptive Neural Network Search with Meta Contrastive Learning
15. Rethinking Neural Operations for Diverse Tasks
16. Neural Architecture Dilation for Adversarial Robustness
17. Memory efficient Patch based Inference for Tiny Deep Learning
18. Neural Ensemble Search for Uncertainty Estimation and Dataset Shift
19. Searching for Efficient Transformers for Language Modeling
20. Federated Hyperparameter Tuning Challenges Baselines and Connections to Weight Sharing
21. BNS Building Network Structures Dynamically for Continual Learning
22. Neural Regression Representational Similarity Model Zoology Neural Task onomy at Scalein Rodent Visual Cortex
23. An Empirical Study of Adder Neural Networks for Object Detection
24. Multi Objective Meta Learning
25. Controlled Text Generation as Continuous Optimization with Multiple Constraints
26. Rethinking gradient sparsification as total error minimization
27. Self Supervised Learning Disentangled Group Representation as Feature
28. The Sensory Neuronasa Transformer Permutation Invariant Neural Networks for Reinforcement Learning

AAAI (31篇)

1. One shot Graph Neural Architecture Search with Dynamic Search Space
2. BANANAS Bayesian Optimization with Neural Architectures for Neural Architecture Search
3. Neural Architecture Search as Sparse Supernet
4. NAS Transfer Analyzing Architecture Transfer ability in Large Scale Neural Architecture Search
5. Rethinking Bi Level Optimization in NeuralArchitectureSearchAGibbs Sampling Perspective
6. NASGEM Neural Architecture Search via Graph Embedding Method
7. Unchainthe Search Space with Hierarchical Differentiable Architecture Search
8. MUFASA Multimodal Fusion Architecture Search for Electronic Health Records
9. Fitting the Search Space of Weight sharing NAS with Graph Convolutional Networks
10. Advantage NAS Efficient Neural Architecture Search with Credit Assignment
11. Auto Dropout Learning Dropout Patterns to Regularize Deep Networks
12. Teacher Guided Neural Architecture Search for Face Recognition
13. Dynamically Grown Generative Adversarial Networks
14. Automated Model Design and Benchmarking of Deep Learning Models for COVID19 Detection with Chest CT Scans
15. CAKES Channelwise Automatic KErnel Shrinking for Efficient 3D Networks
16. NEAPF Network Epoch Accuracy Prediction Framework
17. Evolving Spiking Circuit Motifs Using Weight Agnostic Neural Networks
18. Auto Text An End to End Auto AI Framework for Text
19. Costaware Graph Generation A Deep Bayesian Optimization Approach
20. Regional Attention with Architecture Rebuilt 3D Network for RGBD Gesture Recognition
21. PartialIs Better Than All Revisiting Finetuning Strategy for Fewshot Learning
22. SecDD Efficient and Secure Method for Remotely Training Neural Networks
23. Frac Bits Mixed Precision Quantization via Fractional Bit Widths
24. Deeplite Neutrino TMA Black Box Framework for Constrained Deep Learning Model Optimization
25. Searching for Machine Learning Pipelines Using a Context Free Grammar
26. Anytime Inference with Distilled Hierarchical Neural Ensembles
27. Multi Task Recurrent Modular Networks
28. Trans Tailor Pruning the Pretrained Model for Improved Transfer Learning
29. Searching for Alignment in Face Recognition
30. Composite Adversarial Attacks
31. High Dimensional Level Set Estimation with Bayesian Neural Network