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SOTA Future state prediction benchmarks and papers with code | Wizwand
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Future state prediction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Spring-GS (test)
MoSA
CD
0.11
28
12d ago
M-complex Single System (5, 10)
EGHN
MSE (x10^-2)
14.29
10
3mo ago
M-complex Single System (3, 3)
EGHN
Prediction Error (MSE)
0.1158
10
3mo ago
BOUNCING BALL (test)
MONODE
MSE
0.0164
8
3mo ago
GSO
GIC* + ProJo4D
PSNR
26.8
6
14d ago
Quad-link Pendulum with noise 1.5k 15k length (test)
ELTO-KF
MSE
0.2936
6
26d ago
Quad-link Pendulum without noise 1.5k 15k train length (test)
ELTO-KF
MSE
0.2175
6
26d ago
GSO (test)
PhysConvex
PSNR
25.71
5
3mo ago
Synthetic dataset
Vid2Sim
PSNR
25.07
4
3mo ago
M-complex Multiple Systems (10, 10)
EGHN
Prediction Error (MSE)
1,311
3
3mo ago
M-complex Multiple Systems (5, 10)
EGHN
Prediction Error (MSE)
0.145
3
3mo ago
M-complex Multiple Systems (5, 5)
EGHN
Prediction Error (MSE)
1,485
3
3mo ago
M-complex Multiple Systems (3, 3)
EGHN
MSE (x10^-2)
12.8
3
3mo ago
M-complex Single System (10, 10)
EGHN
Prediction Error (MSE)
0.1309
3
3mo ago
M-complex Single System (5, 5)
EGHN
Prediction Error (MSE)
1,442
3
3mo ago
CMU MoCap (test)
npODE
MSE (Test Set)
22.96
3
3mo ago
Go2 (test)
MoSim
Prediction Horizon
200
2
3mo ago
DM Control Humanoid (test)
MoSim
Prediction Horizon
42
2
3mo ago
DM Control Hopper (test)
MoSim
Prediction Horizon
51
2
3mo ago
DM Control Acrobot (test)
MoSim
Prediction Horizon
99
2
3mo ago
DM Control Cheetah (test)
MoSim
Prediction Horizon
60
2
3mo ago
MOCAP-SHIFT (test)
MONODE
MSE
58
2
3mo ago
ROT.MNIST (test)
MONODE
MSE
0.03
2
3mo ago
DM Control Panda (test)
DreamerV3
Prediction Horizon
16
1
3mo ago
DM Control Reacher (test)
DreamerV3
Prediction Horizon
16
1
3mo ago
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