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SCORE-Bench

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head=6,
R=0.29
h_dim=1447
L=10
FC+LN +ReLU+FC
R=0.99
head=6,
R=0.01
h_dim=1047
L=11
FC+LN +ReLU+FC
R=0.97
head=6,
Pruned
L=12
FC
R=0.97
head=6,
R=0.01
h_dim=1378
Dynamic Decision Network FFN MHSA Static Pruned Dynamic Skip
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Figure 5: An architecture illustration for the compressed DeiT-small model using our USDC. The L is the index of transformer encoder layers. The head is the head number of the MHSA block. The h_dim is the hidden dimension of FFN blocks. The R is the dynamically executing rate on average for each block. The remaining FLOPs achieved by static compression is 74.9%. The final remaining FLOPs achieved by joint static and dynamic compression is 64.8%.
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OMB Approved No. 2900-0856
Respondent Burden: 5 minutes
Expiration Date: 04/30/2027
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VA
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DEPARTMENT OF VETERANS AFFAIRS UNITED STATES OF AMERICA
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U.S. Department of Veterans Affairs
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AUTHORIZATION TO DISCLOSE PERSONAL INFORMATION TO A THIRD PARTY (INSURANCE)
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(DO NOT WRITE IN THIS SPACE)
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