#ModelHR@10Paper
1Full32.80link
2− - b232.10link
3Backbone only (w/o MARS)30.33link
4b1 (w/o real Δ ​ t \Delta t )29.82link
5Full MARS-T29.30link
6b2 (w/o λ ⁡ ( u ) \lambda(u) )29.25link
7b3 (w/o diversity)29.22link
8b4 (w/o balance)28.41link
9Single head ( K = 1 K{=}1 )27.45link
10MARS-M8.68link
11MARS-T8.04link
12FuXi-β-Large0.34link
13- query-key attention map0.34link
14FuXi-β-AFTM-Large0.34link
15FuXi-α-Large0.34link
16FuXi-β-FRAB-Large0.33link
17FuXi-α0.33link
18FuXi-β-FRAB0.32link
19FuXi-β0.32link
20FuXi-β-AFTM0.32link
21- positional attention map0.32link
22- temporal attention map0.31link
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