Oren Freifeld

61 papers A* 16A 8B 3Journal 25Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Roy Amoyal, Oren Freifeld, Chaim Baskin
2026 J jnl
CoRR
Ron Shapira Weber, Oren Freifeld
2025 A* conf
ICML
Roy Uziel, Irit Chelly, Oren Freifeld, Ari Pakman
2025 J jnl
CoRR
Roy Uziel, Irit Chelly, Oren Freifeld, Ari Pakman
2025 A conf
AISTATS
Irit Chelly, Roy Uziel, Oren Freifeld, Ari Pakman
2025 J jnl
CoRR
Irit Chelly, Roy Uziel, Oren Freifeld, Ari Pakman
2025 J jnl
CoRR
Ron Shapira Weber, Oren Freifeld
2025 J jnl
CoRR
Omri Hirsch, Ron Shapira Weber, Shira Ifergane, Oren Freifeld
2025 A* conf
ICML
Shahaf E. Finder, Ron Shapira Weber, Moshe Eliasof, Oren Freifeld, Eran Treister
2025 J jnl
CoRR
Shahaf E. Finder, Ron Shapira Weber, Moshe Eliasof, Oren Freifeld, Eran Treister
2025 J jnl
CoRR
Avihai Naaman, Ron Shapira Weber, Oren Freifeld
2025 A* conf
ICML
Ron Shapira Weber, Shahar Ben Ishay, Andrey Lavrinenko, Shahaf E. Finder, Oren Freifeld
2025 J jnl
CoRR
Ron Shapira Weber, Shahar Ben Ishay, Andrey Lavrinenko, Shahaf E. Finder, Oren Freifeld
2024 J jnl
CoRR
Nir Mualem, Roy Amoyal, Oren Freifeld, Derya Akkaynak
2024 J jnl
CoRR
Danny Barash, Emilie Manning, Aidan Van Vleck, Omri Hirsch, Kyi Lei Aye, Jingxi Li, Philip O. Scumpia, Aydogan Ozcan, Sumaira Aasi, Kerri E. Rieger, Kavita Y. Sarin, Oren Freifeld, Yonatan Winetraub
2024 conf
ECCV (13)
Nir Barel, Ron Shapira Weber, Nir Mualem, Shahaf E. Finder, Oren Freifeld
2024 J jnl
CoRR
Nir Barel, Ron Shapira Weber, Nir Mualem, Shahaf E. Finder, Oren Freifeld
2024 conf
ECCV (60)
Irit Chelly, Shahaf E. Finder, Shira Ifergane, Oren Freifeld
2024 J jnl
CoRR
Irit Chelly, Shahaf E. Finder, Shira Ifergane, Oren Freifeld
2024 conf
ECCV (54)
Shahaf E. Finder, Roy Amoyal, Eran Treister, Oren Freifeld
2024 J jnl
CoRR
Shahaf E. Finder, Roy Amoyal, Eran Treister, Oren Freifeld
2023 A* conf
NeurIPS
Roy Uziel, Or Dinari, Oren Freifeld
2023 A* conf
ICML
Ron Shapira Weber, Oren Freifeld
2022 conf
ECCV (35)
Guy Erez, Ron Shapira Weber, Oren Freifeld
2022 J jnl
CoRR
Guy Erez, Ron Shapira Weber, Oren Freifeld
2022 J jnl
CoRR
Or Dinari, Raz Zamir, John W. Fisher III, Oren Freifeld
2022 A conf
AISTATS
Vlad Winter, Or Dinari, Oren Freifeld
2022 J jnl
CoRR
Vlad Winter, Or Dinari, Oren Freifeld
2022 A* conf
CVPR
Meitar Ronen, Shahaf E. Finder, Oren Freifeld
2022 J jnl
CoRR
Meitar Ronen, Shahaf E. Finder, Oren Freifeld
2022 J jnl
IEEE Access
Shahaf E. Finder, Eran Treister, Oren Freifeld
2022 A conf
UAI
Or Dinari, Oren Freifeld
2022 A conf
AISTATS
Or Dinari, Oren Freifeld
2022 J jnl
CoRR
Or Dinari, Oren Freifeld
2022 A conf
UAI
Or Dinari, Oren Freifeld
2021 B conf
ICIP
Ilya Kaufman, Ron Shapira Weber, Oren Freifeld
2020 J jnl
CoRR
Shahaf E. Finder, Eran Treister, Oren Freifeld
2020 A* conf
CVPR
Irit Chelly, Vlad Winter, Dor Litvak, David Rosen, Oren Freifeld
2020 A conf
UAI
Or Dinari, Oren Freifeld
2019 A* conf
ICCV
Roy Uziel, Meitar Ronen, Oren Freifeld
2019 A* conf
NeurIPS
Ron Shapira Weber, Matan Eyal, Nicki Skafte Detlefsen, Oren Shriki, Oren Freifeld
2019 B conf
CCGRID
Or Dinari, Angel Yu, Oren Freifeld, John W. Fisher III
2018 A* conf
CVPR
Nicki Skafte Detlefsen, Oren Freifeld, Søren Hauberg
2018 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Julian Straub, Oren Freifeld, Guy Rosman, John J. Leonard, John W. Fisher III
2017 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Oren Freifeld, Søren Hauberg, Kayhan Batmanghelich, John W. Fisher III
2016 A conf
AISTATS
Søren Hauberg, Oren Freifeld, Anders Boesen Lindbo Larsen, John W. Fisher III, Lars Kai Hansen
2015 A conf
AISTATS
Julian Straub, Jason Chang, Oren Freifeld, John W. Fisher III
2015 B conf
ICIP
Oren Freifeld, Yixin Li, John W. Fisher III
2015 J jnl
CoRR
Søren Hauberg, Oren Freifeld, Anders Boesen Lindbo Larsen, John W. Fisher III, Lars Kai Hansen
2015 A* conf
ICCV
Oren Freifeld, Søren Hauberg, Kayhan N. Batmanghelich, John W. Fisher III
2014 A* conf
CVPR
Julian Straub, Guy Rosman, Oren Freifeld, John J. Leonard, John W. Fisher III
2014 A* conf
CVPR
Randi Cabezas, Oren Freifeld, Guy Rosman, John W. Fisher III
2014 A* conf
CVPR
Oren Freifeld, Søren Hauberg, Michael J. Black
2012 conf
NIPS
Søren Hauberg, Oren Freifeld, Michael J. Black
2012 conf
EMBC
Justin D. Foster, Paul Nuyujukian, Oren Freifeld, Stephen I. Ryu, Michael J. Black, Krishna V. Shenoy
2012 A* conf
CVPR
Silvia Zuffi, Oren Freifeld, Michael J. Black
2012 conf
ECCV (1)
Oren Freifeld, Michael J. Black
2010 conf
ECCV (1)
Peng Guan, Oren Freifeld, Michael J. Black
2010 A* conf
CVPR
Oren Freifeld, Alexander Weiss, Silvia Zuffi, Michael J. Black
2009 J jnl
Int. J. Biomed. Imaging
Oren Freifeld, Hayit Greenspan, Jacob Goldberger
2007 conf
ISBI
Oren Freifeld, Hayit Greenspan, Jacob Goldberger
redb/extractors/macho_extractors/macho_similarity_hashes.py
← Index redb/extractors/macho_extractors/macho_similarity_hashes.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor


class MachOSimilarityHashExtractor(MachOExtractor):
    """Extract Mach-O similarity hashes using machofile API.

    Similarity hashes are MD5 fingerprints of sorted, deduplicated binary components:
    - dylib_hash: MD5 of dynamic library names
    - import_hash: MD5 of imported function names
    - export_hash: MD5 of exported symbol names
    - entitlement_hash: MD5 of entitlement names and array values
    - symhash: MD5 of external undefined symbols

    For FAT binaries:
    - Inserts one row per architecture slice with per-slice hashes
    - Inserts one row for the FAT container with combined hashes

    For single-arch binaries:
    - Inserts one row with that architecture's hashes

    Note: parent_sha256 and architecture relationships are tracked in redb_basic_properties,
    not duplicated here. Use JOIN with redb_basic_properties when needed.
    """

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

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

    def _extract_similarity_hashes(self, arch_name=None):
        """Extract similarity hashes for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            similarity_hashes = self.macho.get_similarity_hashes(arch=arch_name)
            return similarity_hashes if similarity_hashes else None
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None

            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            if len(architectures) > 1:
                # FAT binary - return combined hashes + per-arch hashes
                results = []

                # First add combined hashes for the FAT container
                all_hashes = self.macho.get_similarity_hashes()
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    combined_hashes['arch_identifier'] = 'fat'
                    results.append(combined_hashes)

                # Then add per-arch hashes
                for arch_name in architectures:
                    hashes = self._extract_similarity_hashes(arch_name)
                    if hashes:
                        hashes['arch_identifier'] = arch_name
                        results.append(hashes)
                return results
            else:
                # Single architecture - return single result
                return self._extract_similarity_hashes(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # For FAT binaries, first insert a row for the container with combined hashes
            if is_fat:
                all_hashes = self.macho.get_similarity_hashes()  # Without arch returns all including 'combined'
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    data.append([
                        self.sha256,                                    # sha256 (FAT container)
                        combined_hashes.get('dylib_hash'),              # dylib_hash
                        combined_hashes.get('import_hash'),             # import_hash
                        combined_hashes.get('export_hash'),             # export_hash
                        combined_hashes.get('entitlement_hash'),        # entitlement_hash
                        combined_hashes.get('symhash'),                 # symhash
                        current_time,                                   # analysis_date
                    ])

            # Insert rows for each architecture slice
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific sha256 for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Get similarity hashes for this architecture
                similarity_hashes = self._extract_similarity_hashes(arch_name)
                if not similarity_hashes:
                    continue

                data.append([
                    arch_sha256,                                    # sha256 (arch-specific)
                    similarity_hashes.get('dylib_hash'),            # dylib_hash
                    similarity_hashes.get('import_hash'),           # import_hash
                    similarity_hashes.get('export_hash'),           # export_hash
                    similarity_hashes.get('entitlement_hash'),      # entitlement_hash
                    similarity_hashes.get('symhash'),               # symhash
                    current_time,                                   # analysis_date
                ])

            if not data:
                return None

            column_names = [
                'sha256',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'analysis_date'
            ]

            column_type_names = [
                'FixedString(64)',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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