# ANH

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

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

- [Traffic Signal Control on Manhattan 28x7](<https://www.sota2.com/research/sota/traffic-signal-control-on-manhattan-28x7.md>): Traffic Signal Control; Manhattan 28×7.

- [Traffic Signal Control on Manhattan 16×3](<https://www.sota2.com/research/sota/traffic-signal-control-on-manhattan-16-3.md>): Traffic Signal Control; Manhattan 16×3.

- [Ramp Metering on NYC Manhattan (out-of-domain)](<https://www.sota2.com/research/sota/ramp-metering-on-nyc-manhattan-out-of-domain.md>): Ramp Metering; NYC Manhattan (out-of-domain).

- [Subway Scheduling on NYC Manhattan (out-of-domain)](<https://www.sota2.com/research/sota/subway-scheduling-on-nyc-manhattan-out-of-domain.md>): Subway Scheduling; NYC Manhattan (out-of-domain).

- [Taxi Dispatching on NYC Manhattan (in-domain)](<https://www.sota2.com/research/sota/taxi-dispatching-on-nyc-manhattan-in-domain.md>): Taxi Dispatching; NYC Manhattan (in-domain).

- [Bus Scheduling on NYC Manhattan (in-domain)](<https://www.sota2.com/research/sota/bus-scheduling-on-nyc-manhattan-in-domain.md>): Bus Scheduling; NYC Manhattan (in-domain).

- [Signal Control on NYC Manhattan (in-domain)](<https://www.sota2.com/research/sota/signal-control-on-nyc-manhattan-in-domain.md>): Signal Control; NYC Manhattan (in-domain).

- [Adaptive Traffic Signal Control on Manhattan2668 (Holiday Rush)](<https://www.sota2.com/research/sota/adaptive-traffic-signal-control-on-manhattan2668-holiday-rush.md>): Adaptive Traffic Signal Control; Manhattan2668 (Holiday Rush).

- [Adaptive Traffic Signal Control on Manhattan2668 Adverse Weather](<https://www.sota2.com/research/sota/adaptive-traffic-signal-control-on-manhattan2668-adverse-weather.md>): Adaptive Traffic Signal Control; Manhattan2668 Adverse Weather.

- [Adaptive Traffic Signal Control on Manhattan2668 Peak Transition](<https://www.sota2.com/research/sota/adaptive-traffic-signal-control-on-manhattan2668-peak-transition.md>): Adaptive Traffic Signal Control; Manhattan2668 Peak Transition.

- [Adaptive Traffic Signal Control on Manhattan2668](<https://www.sota2.com/research/sota/adaptive-traffic-signal-control-on-manhattan2668.md>): Adaptive Traffic Signal Control; Manhattan2668.

- [Speech Recognition on Haitan internal anhui (test)](<https://www.sota2.com/research/sota/speech-recognition-on-haitan-internal-anhui-test.md>): Speech Recognition; Haitan internal anhui (test).

- [Multi-domain Stain Transfer on Human Kidney Dataset ANHIR (test)](<https://www.sota2.com/research/sota/multi-domain-stain-transfer-on-human-kidney-dataset-anhir-test.md>): Multi-domain Stain Transfer; Human Kidney Dataset ANHIR (test).

- [Multi-domain Stain Transfer on Human Lung Lesion Dataset ANHIR (test)](<https://www.sota2.com/research/sota/multi-domain-stain-transfer-on-human-lung-lesion-dataset-anhir-test.md>): Multi-domain Stain Transfer; Human Lung Lesion Dataset ANHIR (test).

- [Multi-stain histopathology registration on ANHIR (test)](<https://www.sota2.com/research/sota/multi-stain-histopathology-registration-on-anhir-test.md>): Multi-stain histopathology registration; ANHIR (test).

- [3D Indoor Scene Synthesis on Conventional Manhattan environments standard (test)](<https://www.sota2.com/research/sota/3d-indoor-scene-synthesis-on-conventional-manhattan-environments-standard-test.md>): 3D Indoor Scene Synthesis; Conventional Manhattan environments standard (test).

- [Causal Discovery on TANH-laplace-50-100 synthetic graphs](<https://www.sota2.com/research/sota/causal-discovery-on-tanh-laplace-50-100-synthetic-graphs.md>): Causal Discovery; TANH-laplace-50-100 synthetic graphs.

- [Causal Discovery on TANH-laplace-20-40 synthetic graphs](<https://www.sota2.com/research/sota/causal-discovery-on-tanh-laplace-20-40-synthetic-graphs.md>): Causal Discovery; TANH-laplace-20-40 synthetic graphs.

- [Causal Discovery on TANH-laplace-10-20 synthetic graphs](<https://www.sota2.com/research/sota/causal-discovery-on-tanh-laplace-10-20-synthetic-graphs.md>): Causal Discovery; TANH-laplace-10-20 synthetic graphs.

- [Next-frame video prediction on VanHateren (test)](<https://www.sota2.com/research/sota/next-frame-video-prediction-on-vanhateren-test.md>): Next-frame video prediction; VanHateren (test).

- [Next-frame video prediction on VanHateren (train)](<https://www.sota2.com/research/sota/next-frame-video-prediction-on-vanhateren-train.md>): Next-frame video prediction; VanHateren (train).

- [Adversarial Robustness Verification on ERAN MNIST 6x500 tanh (100 images)](<https://www.sota2.com/research/sota/adversarial-robustness-verification-on-eran-mnist-6x500-tanh-100-images.md>): Adversarial Robustness Verification; ERAN MNIST 6x500 tanh (100 images).

- [Worst-slab coverage (WSC) on ANH](<https://www.sota2.com/research/sota/worst-slab-coverage-wsc-on-anh.md>): Worst-slab coverage (WSC); ANH.

- [Marginal Prediction Length on Anaheim (ANH)](<https://www.sota2.com/research/sota/marginal-prediction-length-on-anaheim-anh.md>): Marginal Prediction Length; Anaheim (ANH).

- [Regression on Anaheim (ANH)](<https://www.sota2.com/research/sota/regression-on-anaheim-anh.md>): Regression; Anaheim (ANH).

- [Node Regression on ANH (test)](<https://www.sota2.com/research/sota/node-regression-on-anh-test.md>): Node Regression; ANH (test).

- [Shortest Path Distance Estimation on Manhattan graph OSMnx (test)](<https://www.sota2.com/research/sota/shortest-path-distance-estimation-on-manhattan-graph-osmnx-test.md>): Shortest Path Distance Estimation; Manhattan graph OSMnx (test).

- [Shortest Path Distance Estimation on Manhattan graph OSMnx (val)](<https://www.sota2.com/research/sota/shortest-path-distance-estimation-on-manhattan-graph-osmnx-val.md>): Shortest Path Distance Estimation; Manhattan graph OSMnx (val).

- [Manhattan Taxi Ride Modeling on Manhattan taxi trajectory shortest-paths](<https://www.sota2.com/research/sota/manhattan-taxi-ride-modeling-on-manhattan-taxi-trajectory-shortest-paths.md>): Manhattan Taxi Ride Modeling; Manhattan taxi trajectory shortest-paths.

- [Generalization prediction on SmallCNN Zoo CIFAR-10-GS both activations ReLU Tanh (test)](<https://www.sota2.com/research/sota/generalization-prediction-on-smallcnn-zoo-cifar-10-gs-both-activations-relu-tanh-test.md>): Generalization prediction; SmallCNN Zoo CIFAR-10-GS both activations ReLU Tanh (test).

- [Generalization prediction on SmallCNN Zoo SVHN-GS Tanh (test)](<https://www.sota2.com/research/sota/generalization-prediction-on-smallcnn-zoo-svhn-gs-tanh-test.md>): Generalization prediction; SmallCNN Zoo SVHN-GS Tanh (test).

- [Generalization prediction on SmallCNN Zoo CIFAR-10-GS Tanh (test)](<https://www.sota2.com/research/sota/generalization-prediction-on-smallcnn-zoo-cifar-10-gs-tanh-test.md>): Generalization prediction; SmallCNN Zoo CIFAR-10-GS Tanh (test).

- [Pose Graph Optimization on Manhattan 2D](<https://www.sota2.com/research/sota/pose-graph-optimization-on-manhattan-2d.md>): Pose Graph Optimization; Manhattan 2D.

- [Spatial Density Generation on NYC Uber pickups Manhattan road metric graph 2014 (test)](<https://www.sota2.com/research/sota/spatial-density-generation-on-nyc-uber-pickups-manhattan-road-metric-graph-2014-test.md>): Spatial Density Generation; NYC Uber pickups Manhattan road metric graph 2014 (test).

- [World Modeling on Manhattan taxi rides](<https://www.sota2.com/research/sota/world-modeling-on-manhattan-taxi-rides.md>): World Modeling; Manhattan taxi rides.

- [Unsanitary Condition Estimation on Newark and Manhattan Urban Event Reports 20% (test)](<https://www.sota2.com/research/sota/unsanitary-condition-estimation-on-newark-and-manhattan-urban-event-reports-20-percent-test.md>): Unsanitary Condition Estimation; Newark and Manhattan Urban Event Reports 20% (test).

- [Abandoned Property Estimation on Newark and Manhattan Urban Event Reports 20% (test)](<https://www.sota2.com/research/sota/abandoned-property-estimation-on-newark-and-manhattan-urban-event-reports-20-percent-test.md>): Abandoned Property Estimation; Newark and Manhattan Urban Event Reports 20% (test).

- [Parking Violation Estimation on Newark and Manhattan Urban Event Reports 20% (test)](<https://www.sota2.com/research/sota/parking-violation-estimation-on-newark-and-manhattan-urban-event-reports-20-percent-test.md>): Parking Violation Estimation; Newark and Manhattan Urban Event Reports 20% (test).

- [Full Scene Synthesis on Full Scene Synthesis non-Manhattan (all)](<https://www.sota2.com/research/sota/full-scene-synthesis-on-full-scene-synthesis-non-manhattan-all.md>): Full Scene Synthesis; Full Scene Synthesis non-Manhattan (all).

- [Reading Order Inference on ALTO 11-page corpus Mixed near-Manhattan regime n=3](<https://www.sota2.com/research/sota/reading-order-inference-on-alto-11-page-corpus-mixed-near-manhattan-regime-n-3.md>): Reading Order Inference; ALTO 11-page corpus Mixed near-Manhattan regime n=3.

- [Reading Order Inference on ALTO 11-page corpus n=4 (Manhattan-ceiling)](<https://www.sota2.com/research/sota/reading-order-inference-on-alto-11-page-corpus-n-4-manhattan-ceiling.md>): Reading Order Inference; ALTO 11-page corpus n=4 (Manhattan-ceiling).

- [Reachability Analysis on 6D Quadrotor tanh NN](<https://www.sota2.com/research/sota/reachability-analysis-on-6d-quadrotor-tanh-nn.md>): Reachability Analysis; 6D Quadrotor tanh NN.

- [HLS Design Optimization on getTanh](<https://www.sota2.com/research/sota/hls-design-optimization-on-gettanh.md>): HLS Design Optimization; getTanh.

- [Jacobian computation on HumanHeartDipole](<https://www.sota2.com/research/sota/jacobian-computation-on-humanheartdipole.md>): Jacobian computation; HumanHeartDipole.

- [Finding Optimal Elimination Order on HumanHeartDipole](<https://www.sota2.com/research/sota/finding-optimal-elimination-order-on-humanheartdipole.md>): Finding Optimal Elimination Order; HumanHeartDipole.

- [Coordinate Reconstruction on Manhattan](<https://www.sota2.com/research/sota/coordinate-reconstruction-on-manhattan.md>): Coordinate Reconstruction; Manhattan.

- [Appearance Rendering on GaussianHair Long](<https://www.sota2.com/research/sota/appearance-rendering-on-gaussianhair-long.md>): Appearance Rendering; GaussianHair Long.

- [Appearance Rendering on GaussianHair Short](<https://www.sota2.com/research/sota/appearance-rendering-on-gaussianhair-short.md>): Appearance Rendering; GaussianHair Short.

- [Appearance Rendering on GaussianHair Curly](<https://www.sota2.com/research/sota/appearance-rendering-on-gaussianhair-curly.md>): Appearance Rendering; GaussianHair Curly.

- [Conservation-law prediction on tanh out-of-distribution flux function](<https://www.sota2.com/research/sota/conservation-law-prediction-on-tanh-out-of-distribution-flux-function.md>): Conservation-law prediction; tanh out-of-distribution flux function.

- [Classification on Synth tanh+G (5-fold CV)](<https://www.sota2.com/research/sota/classification-on-synth-tanh-plus-g-5-fold-cv.md>): Classification; Synth tanh+G (5-fold CV).

- [Expansion Count Reduction on OSMnx road network Manhattan 4.6K](<https://www.sota2.com/research/sota/expansion-count-reduction-on-osmnx-road-network-manhattan-4-6k.md>): Expansion Count Reduction; OSMnx road network Manhattan 4.6K.

- [Pose Graph Optimization on Manhattan](<https://www.sota2.com/research/sota/pose-graph-optimization-on-manhattan.md>): Pose Graph Optimization; Manhattan.

- [Model Allocation on BrazilianHousesR](<https://www.sota2.com/research/sota/model-allocation-on-brazilianhousesr.md>): Model Allocation; BrazilianHousesR.
