Jake S. Rhodes

23 papers B 1C 3Journal 16Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Adrien Aumon, Myriam Lizotte, Guy Wolf, Kevin R. Moon, Jake S. Rhodes
2026 J jnl
CoRR
Adrien Aumon, Guy Wolf, Kevin R. Moon, Jake S. Rhodes
2025 J jnl
CoRR
Pankhil Gawade, Adam Izdebski, Myriam Lizotte, Kevin R. Moon, Jake S. Rhodes, Guy Wolf, Ewa Szczurek
2025 conf
ICDM (Workshops)
Jake S. Rhodes, Adam G. Rustad, Marshall S. Nielsen, Morgan Chase McClellan, Dallan Gardner, Dawson Hedges
2025 J jnl
CoRR
Jake S. Rhodes, Adam G. Rustad, Marshall S. Nielsen, Morgan Chase McClellan, Dallan Gardner, Dawson Hedges
2025 C conf
ICMLA
Jake S. Rhodes, Adam G. Rustad, Sofia Pelagalli Maia, Evan Thacker, Hyunmi Choi, Jose Gutierrez, Tatjana Rundek, Ben Shaw
2025 J jnl
CoRR
Jake S. Rhodes, Adam G. Rustad, Sofia Pelagalli Maia, Evan Thacker, Hyunmi Choi, Jose Gutierrez, Tatjana Rundek, Ben Shaw
2025 C conf
ICMLA
Jake S. Rhodes, Scott D. Brown, J. Riley Wilkinson
2025 J jnl
CoRR
Jake S. Rhodes, Scott D. Brown, J. Riley Wilkinson
2025 J jnl
CoRR
Adrien Aumon, Shuang Ni, Myriam Lizotte, Guy Wolf, Kevin R. Moon, Jake S. Rhodes
2025 J jnl
CoRR
Ben Shaw, Adam G. Rustad, Sofia Pelagalli Maia, Jake S. Rhodes, Kevin R. Moon
2024 conf
MLSP
Shuang Ni, Adrien Aumon, Guy Wolf, Kevin R. Moon, Jake S. Rhodes
2024 J jnl
CoRR
Shuang Ni, Adrien Aumon, Guy Wolf, Kevin R. Moon, Jake S. Rhodes
2024 J jnl
CoRR
Ben Shaw, Jake S. Rhodes, Soukaina Filali Boubrahimi, Kevin R. Moon
2024 C conf
ICMLA
Jake S. Rhodes, Adam G. Rustad
2024 J jnl
CoRR
Jake S. Rhodes, Adam G. Rustad
2024 B conf
IEEE Big Data
Jake S. Rhodes, Adam G. Rustad
2024 J jnl
CoRR
Jake S. Rhodes, Adam G. Rustad
2023 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Jake S. Rhodes, Adele Cutler, Kevin R. Moon
2023 J jnl
CoRR
Jake S. Rhodes
2022 J jnl
CoRR
Jake S. Rhodes, Adele Cutler, Kevin R. Moon
2021 conf
SSP
Jake S. Rhodes, Adele Cutler, Guy Wolf, Kevin R. Moon
2020 J jnl
CoRR
Jake S. Rhodes, Adele Cutler, Guy Wolf, Kevin R. Moon
redb/extractors/pe_extractors/pe_imports.py
← Index redb/extractors/pe_extractors/pe_imports.py python
import inspect
from typing import Any, List, Tuple
from datetime import datetime, timezone

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEImport


class PEImportExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_imports"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.PE_IMPORT.value

    def _extract_imports(self):
        self.log.debug(inspect.currentframe().f_code.co_name)

        imports_symbols = []
        imports_lib = []
        imports_total = 0
        # pe_import = None
        try:
            directory_entry_import = getattr(self.pe, "DIRECTORY_ENTRY_IMPORT", [])
            imports_total = len(directory_entry_import)
            for entry in directory_entry_import:
                symbols = []
                tmp_import = {}
                libname = entry.dll.decode() if entry.dll else ""
                imports_lib.append(libname)
                # replace . with _ to avoid issues with elastic
                # entryname = entryname.replace(".", "_")
                for symbol in entry.imports:
                    if symbol.name:
                        symbols.append(symbol.name.decode())
                # imports_symbols[entryname] = symbols
                tmp_import[libname] = symbols
                imports_symbols.append(tmp_import)
            return PEImport(
                pe_imports_total=imports_total,
                pe_import_libraryName=imports_lib if imports_lib else None,
                pe_import_functions=imports_symbols if imports_symbols else None,
            )
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
        return pe_import

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            return self._extract_imports()
        except Exception as e:
            self.log.error(f"Extract imports error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            imports = self.extract()
            if (
                imports is None
                or imports.pe_imports_total == 0
                or (
                    imports.pe_import_libraryName is None
                    and imports.pe_import_functions is None
                )
            ):
                return None

            # Flatten the data - one row per function import
            data = []
            current_time = datetime.now(timezone.utc)

            for lib_funcs in imports.pe_import_functions:
                for lib, funcs in lib_funcs.items():
                    for func in funcs:
                        data.append(
                            [
                                self.sha256,  # sha256
                                self.md5,  # md5
                                self.sha1,  # sha1
                                lib,  # library_name
                                func,  # function_name
                                current_time,  # analysis_date
                            ]
                        )

            column_names = [
                "sha256",
                "md5",
                "sha1",
                "library_name",
                "function_name",
                "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)",
                "FixedString(32)",
                "FixedString(40)",
                "LowCardinality(Nullable(String))",
                "LowCardinality(Nullable(String))",
                "DateTime64(3, 'UTC')",
            ]

            if not data:
                return None

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_pe_imports"