# NAS

Source: [NAS](<https://www.sota2.com/research/dataset/nas>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 8. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/nas.md?page=2>): Follow this link to discover more pages.

- [Image Classification on CIFAR-10 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-nas-bench-201-test.md>): Image Classification; CIFAR-10 NAS-Bench-201 (test).

- [Image Classification on CIFAR-100 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-nas-bench-201-test.md>): Image Classification; CIFAR-100 NAS-Bench-201 (test).

- [Image Classification on CIFAR-10 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-nas-bench-201-val.md>): Image Classification; CIFAR-10 NAS-Bench-201 (val).

- [Image Classification on ImageNet-16-120 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-16-120-nas-bench-201-test.md>): Image Classification; ImageNet-16-120 NAS-Bench-201 (test).

- [Neural Architecture Search on NAS-Bench-201 ImageNet-16-120 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-201-imagenet-16-120-test.md>): Neural Architecture Search; NAS-Bench-201 ImageNet-16-120 (test).

- [Image Classification on CIFAR-100 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/image-classification-on-cifar-100-nas-bench-201-val.md>): Image Classification; CIFAR-100 NAS-Bench-201 (val).

- [Image Classification on ImageNet 16-120 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-16-120-nas-bench-201-val.md>): Image Classification; ImageNet 16-120 NAS-Bench-201 (val).

- [Neural Architecture Search on CIFAR-10 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/neural-architecture-search-on-cifar-10-nas-bench-201-val.md>): Neural Architecture Search; CIFAR-10 NAS-Bench-201 (val).

- [Neural Architecture Search on NAS-Bench-201 CIFAR-10 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-201-cifar-10-test.md>): Neural Architecture Search; NAS-Bench-201 CIFAR-10 (test).

- [Neural Architecture Search on ImageNet16-120 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/neural-architecture-search-on-imagenet16-120-nas-bench-201-val.md>): Neural Architecture Search; ImageNet16-120 NAS-Bench-201 (val).

- [Neural Architecture Search on NAS-Bench-201 CIFAR-100 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-201-cifar-100-test.md>): Neural Architecture Search; NAS-Bench-201 CIFAR-100 (test).

- [Automatic Speech Recognition on OpenASR](<https://www.sota2.com/research/sota/automatic-speech-recognition-on-openasr.md>): Automatic Speech Recognition; OpenASR.

- [Neural Architecture Search on CIFAR-100 NAS-Bench-201 (val)](<https://www.sota2.com/research/sota/neural-architecture-search-on-cifar-100-nas-bench-201-val.md>): Neural Architecture Search; CIFAR-100 NAS-Bench-201 (val).

- [Neural Architecture Search on NASBench-201 CIFAR-10](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-201-cifar-10.md>): Neural Architecture Search; NASBench-201 CIFAR-10.

- [Constrained Hyperparameter Optimization on 9 Tabular HPO Benchmarks (HPOlib, NAS-Bench-101, NAS-Bench-201)](<https://www.sota2.com/research/sota/constrained-hyperparameter-optimization-on-9-tabular-hpo-benchmarks-hpolib-nas-bench-101-nas-bench-201.md>): Constrained Hyperparameter Optimization; 9 Tabular HPO Benchmarks HPOlib, NAS-Bench-101, NAS-Bench-201.

- [Short-term Forecasting on NASDAQ](<https://www.sota2.com/research/sota/short-term-forecasting-on-nasdaq.md>): Short-term Forecasting; NASDAQ.

- [Toxicity Detection on Toxicity Detection 64 model-persona combinations (8 models x 8 personas)](<https://www.sota2.com/research/sota/toxicity-detection-on-toxicity-detection-64-model-persona-combinations-8-models-x-8-personas.md>): Toxicity Detection; Toxicity Detection 64 model-persona combinations (8 models x 8 personas).

- [Architecture Performance Prediction on NAS-Bench-101 (test)](<https://www.sota2.com/research/sota/architecture-performance-prediction-on-nas-bench-101-test.md>): Architecture Performance Prediction; NAS-Bench-101 (test).

- [Safe Reinforcement Learning on Safety-Gymnasium PointPush (OSRL)](<https://www.sota2.com/research/sota/safe-reinforcement-learning-on-safety-gymnasium-pointpush-osrl.md>): Safe Reinforcement Learning; Safety-Gymnasium PointPush (OSRL).

- [Safe Reinforcement Learning on Safety-Gymnasium AntVelocity OSRL](<https://www.sota2.com/research/sota/safe-reinforcement-learning-on-safety-gymnasium-antvelocity-osrl.md>): Safe Reinforcement Learning; Safety-Gymnasium AntVelocity OSRL.

- [Safe Reinforcement Learning on Safety-Gymnasium CarCircle OSRL](<https://www.sota2.com/research/sota/safe-reinforcement-learning-on-safety-gymnasium-carcircle-osrl.md>): Safe Reinforcement Learning; Safety-Gymnasium CarCircle OSRL.

- [Safe Reinforcement Learning on Safety-Gymnasium PointGoal OSRL](<https://www.sota2.com/research/sota/safe-reinforcement-learning-on-safety-gymnasium-pointgoal-osrl.md>): Safe Reinforcement Learning; Safety-Gymnasium PointGoal OSRL.

- [Sign Language Translation on OpenASL (test)](<https://www.sota2.com/research/sota/sign-language-translation-on-openasl-test.md>): Sign Language Translation; OpenASL (test).

- [Accuracy prediction on NAS-Bench-101 1.0](<https://www.sota2.com/research/sota/accuracy-prediction-on-nas-bench-101-1-0.md>): Accuracy prediction; NAS-Bench-101 1.0.

- [Image Denoising on Salinas Valley multispectral image (AVIRIS)](<https://www.sota2.com/research/sota/image-denoising-on-salinas-valley-multispectral-image-aviris.md>): Image Denoising; Salinas Valley multispectral image (AVIRIS).

- [LLM Alignment on OpenAssistant](<https://www.sota2.com/research/sota/llm-alignment-on-openassistant.md>): LLM Alignment; OpenAssistant.

- [Quantile field prediction on NASA-CRM (test)](<https://www.sota2.com/research/sota/quantile-field-prediction-on-nasa-crm-test.md>): Quantile field prediction; NASA-CRM (test).

- [Hyperspectral Image Classification on Salinas (SA)](<https://www.sota2.com/research/sota/hyperspectral-image-classification-on-salinas-sa.md>): Hyperspectral Image Classification; Salinas (SA).

- [Spacecraft Trajectory Forecasting on NASA CDDIS RTN Frame Extrapolation Horizons 5760M](<https://www.sota2.com/research/sota/spacecraft-trajectory-forecasting-on-nasa-cddis-rtn-frame-extrapolation-horizons-5760m.md>): Spacecraft Trajectory Forecasting; NASA CDDIS RTN Frame Extrapolation Horizons 5760M.

- [Spacecraft Trajectory Forecasting on NASA CDDIS RTN Frame 4000M (Extrapolation Horizons)](<https://www.sota2.com/research/sota/spacecraft-trajectory-forecasting-on-nasa-cddis-rtn-frame-4000m-extrapolation-horizons.md>): Spacecraft Trajectory Forecasting; NASA CDDIS RTN Frame 4000M (Extrapolation Horizons).

- [Spacecraft Trajectory Forecasting on NASA CDDIS RTN Frame Interpolation Horizons 2000M](<https://www.sota2.com/research/sota/spacecraft-trajectory-forecasting-on-nasa-cddis-rtn-frame-interpolation-horizons-2000m.md>): Spacecraft Trajectory Forecasting; NASA CDDIS RTN Frame Interpolation Horizons 2000M.

- [Spacecraft Trajectory Forecasting on NASA CDDIS (RTN Frame) Interpolation Horizons 1000M](<https://www.sota2.com/research/sota/spacecraft-trajectory-forecasting-on-nasa-cddis-rtn-frame-interpolation-horizons-1000m.md>): Spacecraft Trajectory Forecasting; NASA CDDIS (RTN Frame) Interpolation Horizons 1000M.

- [Sentiment Analysis on DynaSent](<https://www.sota2.com/research/sota/sentiment-analysis-on-dynasent.md>): Sentiment Analysis; DynaSent.

- [Remaining Useful Life prediction on NASA C-MAPSS FD001 (test)](<https://www.sota2.com/research/sota/remaining-useful-life-prediction-on-nasa-c-mapss-fd001-test.md>): Remaining Useful Life prediction; NASA C-MAPSS FD001 (test).

- [Simulation Throughput on NASim](<https://www.sota2.com/research/sota/simulation-throughput-on-nasim.md>): Simulation Throughput; NASim.

- [Neural Architecture Search on NASBench-201 ImageNet16-120](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-201-imagenet16-120.md>): Neural Architecture Search; NASBench-201 ImageNet16-120.

- [Accuracy Prediction on NAS-Bench-201 8 (whole dataset)](<https://www.sota2.com/research/sota/accuracy-prediction-on-nas-bench-201-8-whole-dataset.md>): Accuracy Prediction; NAS-Bench-201 8 (whole dataset).

- [Time-series Forecasting on Nasdaq](<https://www.sota2.com/research/sota/time-series-forecasting-on-nasdaq.md>): Time-series Forecasting; Nasdaq.

- [Neural Architecture Search on HW-NAS-Bench (val)](<https://www.sota2.com/research/sota/neural-architecture-search-on-hw-nas-bench-val.md>): Neural Architecture Search; HW-NAS-Bench (val).

- [Denoising on Salinas (217x217x224) HSI (test)](<https://www.sota2.com/research/sota/denoising-on-salinas-217x217x224-hsi-test.md>): Denoising; Salinas (217 x 217 x 224) HSI (test).

- [Sign Language Translation on OpenASL (dev)](<https://www.sota2.com/research/sota/sign-language-translation-on-openasl-dev.md>): Sign Language Translation; OpenASL (dev).

- [Offline Multi-Objective Optimization on Off-MOO-Bench MO-NAS](<https://www.sota2.com/research/sota/offline-multi-objective-optimization-on-off-moo-bench-mo-nas.md>): Offline Multi-Objective Optimization; Off-MOO-Bench MO-NAS.

- [Robust Accuracy on Salinas (Hyperspectral Image Classification)](<https://www.sota2.com/research/sota/robust-accuracy-on-salinas-hyperspectral-image-classification.md>): Hyperspectral Image Classification; Salinas.

- [Neural Architecture Search on HW-NAS-Bench Edge GPU](<https://www.sota2.com/research/sota/neural-architecture-search-on-hw-nas-bench-edge-gpu.md>): Neural Architecture Search; HW-NAS-Bench Edge GPU.

- [State of Health Prediction on NASA Li-ion Battery #06](<https://www.sota2.com/research/sota/state-of-health-prediction-on-nasa-li-ion-battery-sharp-06.md>): State of Health Prediction; NASA Li-ion Battery #06.

- [Neural Architecture Search on NAS-Bench-201 CIFAR-10](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-201-cifar-10.md>): Neural Architecture Search; NAS-Bench-201 CIFAR-10.

- [Direct-RUL Prognostics on NASA direct-RUL (NC-DS02, NC-P, PHME20)](<https://www.sota2.com/research/sota/direct-rul-prognostics-on-nasa-direct-rul-nc-ds02-nc-p-phme20.md>): Direct-RUL Prognostics; NASA direct-RUL (NC-DS02, NC-P, PHME20).

- [Hyperspectral Image Classification on Salinas (test)](<https://www.sota2.com/research/sota/hyperspectral-image-classification-on-salinas-test.md>): Hyperspectral Image Classification; Salinas (test).

- [HSI Denoising on Salinas HSI](<https://www.sota2.com/research/sota/hsi-denoising-on-salinas-hsi.md>): HSI Denoising; Salinas HSI.

- [Neural Architecture Search on NAS-Bench-201 CIFAR-100 (Accuracy and Rank)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-201-cifar-100-accuracy-and-rank.md>): Neural Architecture Search; NAS-Bench-201 CIFAR-100.

- [Noisy HSI Super-resolution on Salinas](<https://www.sota2.com/research/sota/noisy-hsi-super-resolution-on-salinas.md>): Noisy HSI Super-resolution; Salinas.

- [HSI Inpainting on Salinas](<https://www.sota2.com/research/sota/hsi-inpainting-on-salinas.md>): HSI Inpainting; Salinas.

- [HSI Denoising on Salinas](<https://www.sota2.com/research/sota/hsi-denoising-on-salinas.md>): HSI Denoising; Salinas.

- [Hyperspectral Image Classification on Salinas Scene (10% train)](<https://www.sota2.com/research/sota/hyperspectral-image-classification-on-salinas-scene-10-percent-train.md>): Hyperspectral Image Classification; Salinas Scene (10% train).

- [Neural Architecture Search on NAS-Bench-101 1.0 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-101-1-0-test.md>): Neural Architecture Search; NAS-Bench-101 1.0 (test).

- [PointButton2 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointbutton2-on-safety-gymnasium.md>): PointButton2; Safety-Gymnasium.

- [PointButton1 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointbutton1-on-safety-gymnasium.md>): PointButton1; Safety-Gymnasium.

- [PointPush2 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointpush2-on-safety-gymnasium.md>): PointPush2; Safety-Gymnasium.

- [PointPush1 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointpush1-on-safety-gymnasium.md>): PointPush1; Safety-Gymnasium.

- [PointGoal2 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointgoal2-on-safety-gymnasium.md>): PointGoal2; Safety-Gymnasium.

- [PointGoal1 on Safety-Gymnasium](<https://www.sota2.com/research/sota/pointgoal1-on-safety-gymnasium.md>): PointGoal1; Safety-Gymnasium.

- [Hyperspectral Image Denoising on Washington DC & Salinas (test)](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-washington-dc-and-salinas-test.md>): Hyperspectral Image Denoising; Washington DC & Salinas (HSI) various (test).

- [Automatic Speech Recognition on OpenASR leaderboard (test)](<https://www.sota2.com/research/sota/automatic-speech-recognition-on-openasr-leaderboard-test.md>): Automatic Speech Recognition; OpenASR leaderboard (test).

- [CarButton2 on Safety Gymnasium](<https://www.sota2.com/research/sota/carbutton2-on-safety-gymnasium.md>): CarButton2; Safety Gymnasium.

- [CarButton1 on Safety Gymnasium](<https://www.sota2.com/research/sota/carbutton1-on-safety-gymnasium.md>): CarButton1; Safety Gymnasium.

- [CarPush2 on Safety Gymnasium](<https://www.sota2.com/research/sota/carpush2-on-safety-gymnasium.md>): CarPush2; Safety Gymnasium.

- [CarPush1 on Safety Gymnasium](<https://www.sota2.com/research/sota/carpush1-on-safety-gymnasium.md>): CarPush1; Safety Gymnasium.

- [CarGoal2 on Safety Gymnasium](<https://www.sota2.com/research/sota/cargoal2-on-safety-gymnasium.md>): CarGoal2; Safety Gymnasium.

- [CarGoal1 on Safety Gymnasium](<https://www.sota2.com/research/sota/cargoal1-on-safety-gymnasium.md>): CarGoal1; Safety Gymnasium.

- [Sarcasm Detection on SinaSarc (test)](<https://www.sota2.com/research/sota/sarcasm-detection-on-sinasarc-test.md>): Sarcasm Detection; SinaSarc (test).

- [Neural Architecture Search on NAS-Bench-101 (Accuracy, Rank)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-101-accuracy-rank.md>): Neural Architecture Search; NAS-Bench-101.

- [Neural Architecture Search on NASBench-201 cifar100](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-201-cifar100.md>): Neural Architecture Search; NASBench-201 cifar100.

- [Neural Architecture Search on NASBench-201 cifar10 (val)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-201-cifar10-val.md>): Neural Architecture Search; NASBench-201 cifar10 (val).

- [Neural Architecture Search on NASBench-101 (Validation Metrics)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-101-validation-metrics.md>): Neural Architecture Search; NASBench-101.

- [Accuracy Prediction on NAS-Bench-101 (test)](<https://www.sota2.com/research/sota/accuracy-prediction-on-nas-bench-101-test.md>): Accuracy Prediction; NAS-Bench-101 (test).

- [Image Classification on ImageNet-16 NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-16-nas-bench-201-test.md>): Image Classification; ImageNet-16 NAS-Bench-201 (test).

- [Neural Architecture Search on NAS-Bench-101 CIFAR-10 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-on-nas-bench-101-cifar-10-test.md>): Neural Architecture Search; NAS-Bench-101 CIFAR-10 (test).

- [Neural Architecture Search Performance Prediction on NAS-Bench-201 (test)](<https://www.sota2.com/research/sota/neural-architecture-search-performance-prediction-on-nas-bench-201-test.md>): Neural Architecture Search (Performance Prediction); NAS-Bench-201 (test).

- [Offline Multi-Objective Optimization on Off-MOO-Bench MO-NAS (50th percentile)](<https://www.sota2.com/research/sota/offline-multi-objective-optimization-on-off-moo-bench-mo-nas-50th-percentile.md>): Offline Multi-Objective Optimization; Off-MOO-Bench MO-NAS (50th percentile).

- [Fair Order Matching on LOBSTER NASDAQ](<https://www.sota2.com/research/sota/fair-order-matching-on-lobster-nasdaq.md>): Fair Order Matching; LOBSTER NASDAQ.