PWC (Paper With Code)

This tool extracts links to the implementation repositories of papers using LLM. Currently, only Usenix Security is supported.

How to run:

./pwc --help
Usage: pwc (-c|--conference ARG) (-y|--year ARG) (-l|--cycle ARG)
            (-o|--output ARG) [-m|--maxsize ARG]

  PWC (Paper With Code)

Available options:
  -c,--conference ARG      target conference name (usenix | ccs | ndss | s&p)
  -y,--year ARG            publication year
  -l,--cycle ARG           cycle (spring | summer | fall | winter)
  -o,--output ARG          output path
  -m,--maxsize ARG         allowed pdf max size to be extracted
  -h,--help                Show this help text

./pwc -c usenix -y 2022 -l winter -o usenix-sec22-winter

The output will be placed in usenix-sec22-winter/result.txt

Piranha: A GPU Platform for Secure Computation --> https://github.com/ucbrise/piranha
Half-Double: Hammering From the Next Row Over --> https://github.com/iaik/halfdouble
...

The extractor method is highly heuristic, so it may not be able to extract implementation repository links for some papers.

Build

cabal build

CPU implementation(prev) and GPU implementation(current)

Initially(commit:3e613d4), PWC was implemented using a multi-core CPU, with a highly heuristic extractor method. The implementation has since been updated to utilize a single GPU, and the extractor now leverages an LLM to extract PoC code provided by the paper authors.