Future Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Authors' (test)	OUR METHOD	Semantic Score0.7826	17	4mo ago
ScalarFlow	SciML-HY	PSNR30.12	15	5mo ago
ScanNet t+4		In-Stream Error0.042	12	5mo ago
ScanNet t+1		In-Stream Error0.01	12	5mo ago
Ego4D	OpenFlamingo	Semantic Similarity Score75.05	10	4mo ago
ScalarFlow (test)	SciML-HY	PSNR30.94	9	5mo ago
ScalarFlow	SciML-HY	LPIPS0.0625	9	5mo ago
ScalarFlow (future_20_frames)	SciML-HY	SSIM0.9526	9	5mo ago
Mixed Finance-Medical Dataset (gbharti/finance-alpaca + lavita/medical-qa-datasets) 1.0 (test)	TrackStar	Top-5 auPRC97.8	8	3mo ago
PhysTwin (test)	PhySPRING (Level 0)	CD0.0096	7	2mo ago
Bouncing Shapes	Dino-WM	Precision16.1	6	25d ago
nuScenes	BadDreamer	FID22.8	6	1mo ago
FUTUREWORLD March 30 to April 3, 2026	Milkyway	Score77.96	6	3mo ago
FUTUREX March 2026 Week 3 slice	Milkyway	L1 Score71.43	6	3mo ago
PhysTwin unseen frames (future)	MatPhys	CD0.008	5	2mo ago
PAC-NeRF Elasticity	ProJo4D	Chamfer Distance (CD)0.913	4	2mo ago
PhysTwin dense (unseen frames)	PHYSHANDI	CDdyn14.35	4	2mo ago
PhysTwin full	PHYSHANDI	CDdyn13.63	4	2mo ago
Ego4D t+4	BL	In-Stream Score0.055	4	5mo ago
Ego4D t+1	BL	In-Stream Metric0.018	4	5mo ago
CAPE	H4D	PA-MPJPE73.1	4	5mo ago
PAC-NeRF Sand	ProJo4D	CD0.264	3	2mo ago
PAC-NeRF Plasticine	ProJo4D	Chamfer Distance (CD)1.103	3	2mo ago
PAC-NeRF Non-Newtonian	ProJo4D	CD0.473	3	2mo ago
PAC-NeRF Newtonian	ProJo4D	Chamfer Distance (CD)0.339	3	2mo ago

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