{ "@context": { "@language": "en", "@vocab": "https://schema.org/", "cr": "http://mlcommons.org/croissant/" }, "@type": "cr:Dataset", "name": "SparseWake", "description": "Processed benchmark data for sparse temporal hydrodynamic relative-state estimation from body-fixed induced-flow histories.", "license": "https://creativecommons.org/licenses/by/4.0/", "version": "0.1.0", "datePublished": "2026-05-04", "creator": [ { "@type": "Person", "name": "Anonymous Authors" } ], "citeAs": "Anonymous Authors. SparseWake: Processed Benchmark Artifact. 2026.", "keywords": [ "hydrodynamic sensing", "fish schooling", "temporal learning", "benchmark", "pose holdout" ], "isAccessibleForFree": true, "distribution": [ { "@type": "cr:FileObject", "@id": "sample_h5", "name": "sparsewake_sample.h5", "contentUrl": "data/sample/sparsewake_sample.h5", "encodingFormat": "application/x-hdf5" }, { "@type": "cr:FileObject", "@id": "main_external_component_h5", "name": "abm_sensing_dataset_v04_close_orient30_potential_160k.h5", "contentUrl": "data/processed/abm_sensing_dataset_v04_close_orient30_potential_160k.h5", "encodingFormat": "application/x-hdf5" }, { "@type": "cr:FileObject", "@id": "self_signal_randomized_h5", "name": "abm_sensing_dataset_v05_self_external_orient30_160k.h5", "contentUrl": "data/processed/abm_sensing_dataset_v05_self_external_orient30_160k.h5", "encodingFormat": "application/x-hdf5" }, { "@type": "cr:FileObject", "@id": "self_signal_paired_h5", "name": "abm_sensing_dataset_v05_self_external_paired_160k_compressed.h5", "contentUrl": "data/processed/abm_sensing_dataset_v05_self_external_paired_160k_compressed.h5", "encodingFormat": "application/x-hdf5" } ], "recordSet": [ { "@type": "cr:RecordSet", "name": "sensor_samples", "description": "Per-sample sparse induced-flow measurements and relative-state labels.", "field": [ { "@type": "cr:Field", "name": "X_raw", "description": "Six-sensor wake-plus-potential induced velocity features." }, { "@type": "cr:Field", "name": "y", "description": "Labels: delta_x, delta_y, theta_rel, sin_phi, cos_phi, phi." }, { "@type": "cr:Field", "name": "region_id", "description": "Sampling region code." }, { "@type": "cr:Field", "name": "pose_id", "description": "Pose identifier for pose-holdout evaluation." } ] } ], "responsibleAI": { "dataType": "Synthetic fluid-dynamics benchmark data", "containsPersonalData": false, "humanSubjects": false, "intendedUse": "Evaluation of sparse temporal hydrodynamic state estimation", "outOfScopeUses": "Biological pressure-sensing claims, direct CFD replacement, or multi-neighbor schooling claims" }, "notes": "Full processed HDF5 files are included in the dataset repository." }