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Parameter Estimation

Benchmarks

Dataset Name	SOTA Method	Metric
SNIC regime 1% noise 1.0 (test)		Parameter Estimate Deviation-1.225	56	2mo ago
Morris-Lecar model Homoclinic regime (1% noise)		Estimated Parameter Value29.426	56	2mo ago
Brock–Hommes problems (test)	ANTR	Parameter Estimation Error (Mean)0.0003	40	3mo ago
Engine Gas Flow Dynamics Clean online normalized scale 0-1 (test)	few-shot transfer learning scheme	A_egrmax1.0312	15	2mo ago
Multiscale Lorenz-96 (test)	h_theta w/ EMBED & EMULATE	Mean AP Error (F)6.3	11	3mo ago
Pendulum 90cm	Delfys	Length (m)1.07	9	8d ago
Synthetic Dataset 60% MNAR (test)	AV-LR	RMSE (Imputed)0.8624	7	2mo ago
Synthetic Data 30% MCAR mechanism	AV-LR	RMSE (Imp)0.7145	7	2mo ago
Morris-Lecar SNIC 5% noise 1.0 (test)		gL Relative Error0.8	7	2mo ago
Morris-Lecar Hopf regime 5% noise (test)		gL Relative Error1.857	7	2mo ago
von Mises-Fisher distribution ϵ = 0.20 contamination	γ-SME	Integrated RMSE0.73	6	8d ago
von Mises-Fisher distribution ϵ = 0.10 contamination	γ-SME	Integrated RMSE0.55	6	8d ago
von Mises-Fisher distribution ϵ = 0.05 contamination	γ-SME	Integrated RMSE0.56	6	8d ago
von Mises-Fisher distribution ϵ = 0.00 contamination		Integrated RMSE0.45	6	8d ago
Delfys Sliding Block High	Delfys	Estimated Acceleration (m/s^2)3.44	6	8d ago
Delfys Sliding Block Med	Delfys	Acceleration (m/s^2)2.7	6	8d ago
Delfys Sliding Block Low	PySINDy	Acceleration (m/s^2)2.13	6	8d ago
Delfys Torricelli Large	PAIG	k [sqrt(m)/s]0.97	6	8d ago
Delfys Torricelli Med	PAIG	Parameter k (sqrt(m)/s)0.99	6	8d ago
Delfys Torricelli Small	PAIG	k [sqrt(m)/s]0.99	6	8d ago
Delfys Pendulum 150cm	EMMA	Length (m)1.5	6	8d ago
Delfys Pendulum 45cm	PAIG	Length (m)1.01	6	8d ago
Go1 3σ	BOED	RMSE (×100)825.69	6	21d ago
Go1 1σ	QOED-Agnostic	RMSE (x100)847.95	6	21d ago
Synthetic p=q=200, M=20, High noise	SLM-Manifold	MSE_W0.08	6	21d ago

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