SOTA Trajectory reconstruction benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Gaussian Mixtures 1000D	USB	W1 Distance2.136	18	15d ago
Dyngen 5D	USB	W10.131	12	1mo ago
Simulation Gene 2D	WFR-FM	W10.019	12	1mo ago
ODEBench v1 (test)	FIM-ODE	Success Rate (R² > 0.9)84.4	12	3mo ago
Random left out subjects (test)	PDRNN	MAE0.49	10	16d ago
Running left out (test)	PDRNN	MAE0.33	10	16d ago
Jogging left out subjects (test)	PDRNN	MAE0.34	10	16d ago
Walking left out subjects (test)	PDRNN	MAE0.36	10	16d ago
Schiebinger single-cell dataset	Active Wasserstein Trajectory Learning	Mean W22.906	6	2d ago
Stanford Drone Dataset 8 (DeathCircle)	GM3	ADE44.27	6	2mo ago
1-dimensional dynamic Burgers' equation Sparse Obs. (test)	ProFlow	RE1.33	5	3mo ago
Burgers' Equation (Boundary Condition)	ProFlow	Reconstruction Error (RE)0.32	5	3mo ago
MagicData (E)	TrajLoom-VAE	VEPE1.72	4	2mo ago
Kubric	TrajLoom-VAE	VEPE0.75	4	2mo ago
RoboTAP	TrajLoom-VAE	VEPE1.59	4	2mo ago
Kinetics	TrajLoom-VAE	VEPE1.99	4	2mo ago
SERGIO Trifurcation (test)	MIOFlow	Trajectory Reconstruction Error0.243	4	2mo ago
SERGIO S-shaped (test)	MIOFlow	Trajectory Reconstruction Error0.082	4	2mo ago
Burgers' Equation (Initial Condition)	D-Flow	RE1.4	4	3mo ago
Liver	scPILOT	Jaccard Index1	3	3mo ago
Combined Datasets All	RIPPLE	Manual Interventions1,202	2	5d ago
Homeostasis	RIPPLE	Manual Interventions47	2	5d ago
Sperm	RIPPLE	Manual Interventions529	2	5d ago
Freely Swimming		Manual Interventions267	2	5d ago
Pinned Down		Manual Interventions27	2	5d ago

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