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Update README.md
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nehaprakriya authored May 23, 2024
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Expand Up @@ -32,12 +32,16 @@ TAPA-CS is a task-parallel dataflow programming framework built upon [TAPA](http
Our results across the benchmarks are summarized in the table below:

Benchmark | Vitis Single FPGA baseline | 2 FPGAs | 3 FPGAs | 4 FPGAs|
------------- | -------------
------------- | ------------- | ------------- | ------------- | -------------
Stencil | 1x | 1.7x | 2.4x| 3.0x|
------------- | ------------- | ------------- | ------------- | -------------
PageRank | 1x | 2.6x | 4.3x | 6.0x |
------------- | ------------- | ------------- | ------------- | -------------
KNN | 1x | 1.2x | 1.7x| 2.5x| 3.6x|
------------- | ------------- | ------------- | ------------- | -------------
CNN | 1x | 1.4x| 2.0x| 2.54x|


## TAPA-CS Publications
+ Neha Prakriya, Yuze Chi, Suhail Basalama, Linghao Song, and Jason Cong. 2024. TAPA-CS: Enabling Scalable Accelerator Design on Distributed HBM-FPGAs. In Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3 (ASPLOS '24), Vol. 3. Association for Computing Machinery, New York, NY, USA, 966–980. https://doi.org/10.1145/3620666.3651347.

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