Ignacio Iacobacci

51 papers A* 5B 1Misc 1Journal 28Unranked 15
YearRankTypeTitle / Venue / Authors
2026 conf
EACL (Volume 1: Long Papers)
Jiaqian Zhang, Zhaozhi Qian, Faroq Al-Tam, Ignacio Iacobacci, Muhammad Al-Qurishi, Riad Souissi
2025 J jnl
IEEE Access
Zhaozhi Qian, Faroq Al-Tam, Muhammad Al-Qurishi, Ignacio Iacobacci, Abdulmalik Ali Aldawsari, Riad Souissi
2025 conf
NAACL (Findings)
Leonidas Gee, Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2025 J jnl
CoRR
Ignacio Iacobacci, Zhaozhi Qian, Faroq Al-Tam, Muhammad Al-Qurishi, Riad Souissi
2024 J jnl
CoRR
Leonidas Gee, Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2024 A* conf
IJCAI
Mojtaba Valizadeh, Philip John Gorinski, Ignacio Iacobacci, Martin Berger
2024 J jnl
CoRR
Yvette Graham, Mohammed Rameez Qureshi, Haider Khalid, Gerasimos Lampouras, Ignacio Iacobacci, Qun Liu
2024 conf
NAACL-HLT
Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2024 J jnl
CoRR
Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2024 J jnl
CoRR
Antoine Grosnit, Alexandre Maraval, James Doran, Giuseppe Paolo, Albert Thomas, Refinath Shahul Hameed Nabeezath Beevi, Jonas Gonzalez, Khyati Khandelwal, Ignacio Iacobacci, Abdelhakim Benechehab, Hamza Cherkaoui, Youssef Attia El Hili, Kun Shao, Jianye Hao, Jun Yao, Balázs Kégl, Haitham Bou-Ammar, Jun Wang
2024 A* conf
CVPR
Petru-Daniel Tudosiu, Yongxin Yang, Shifeng Zhang, Fei Chen, Steven McDonagh, Gerasimos Lampouras, Ignacio Iacobacci, Sarah Parisot
2024 J jnl
CoRR
Petru-Daniel Tudosiu, Yongxin Yang, Shifeng Zhang, Fei Chen, Steven McDonagh, Gerasimos Lampouras, Ignacio Iacobacci, Sarah Parisot
2023 A* conf
EMNLP
Songbo Hu, Han Zhou, Moy Yuan, Milan Gritta, Guchun Zhang, Ignacio Iacobacci, Anna Korhonen, Ivan Vulic
2023 J jnl
CoRR
Songbo Hu, Han Zhou, Moy Yuan, Milan Gritta, Guchun Zhang, Ignacio Iacobacci, Anna Korhonen, Ivan Vulic
2023 conf
EMNLP (Findings)
Philip John Gorinski, Matthieu Zimmer, Gerasimos Lampouras, Derrick-Goh-Xin Deik, Ignacio Iacobacci
2023 J jnl
CoRR
Philip John Gorinski, Matthieu Zimmer, Gerasimos Lampouras, Derrick-Goh-Xin Deik, Ignacio Iacobacci
2023 J jnl
Trans. Assoc. Comput. Linguistics
Songbo Hu, Han Zhou, Mete Hergul, Milan Gritta, Guchun Zhang, Ignacio Iacobacci, Ivan Vulic, Anna Korhonen
2023 J jnl
CoRR
Songbo Hu, Han Zhou, Mete Hergul, Milan Gritta, Guchun Zhang, Ignacio Iacobacci, Ivan Vulic, Anna Korhonen
2023 J jnl
CoRR
Mojtaba Valizadeh, Philip John Gorinski, Ignacio Iacobacci, Martin Berger
2023 conf
EACL (Findings)
Han Zhou, Ignacio Iacobacci, Pasquale Minervini
2022 conf
ACL (Findings)
Milan Gritta, Ruoyu Hu, Ignacio Iacobacci
2022 J jnl
CoRR
Milan Gritta, Ruoyu Hu, Ignacio Iacobacci
2022 conf
EMNLP (Findings)
Chenxi Whitehouse, Fenia Christopoulou, Ignacio Iacobacci
2022 J jnl
CoRR
Chenxi Whitehouse, Fenia Christopoulou, Ignacio Iacobacci
2022 conf
ACL (Findings)
Giulio Zhou, Gerasimos Lampouras, Ignacio Iacobacci
2022 J jnl
CoRR
Fenia Christopoulou, Gerasimos Lampouras, Milan Gritta, Guchun Zhang, Yinpeng Guo, Zhongqi Li, Qi Zhang, Meng Xiao, Bo Shen, Lin Li, Hao Yu, Li Yan, Pingyi Zhou, Xin Wang, Yuchi Ma, Ignacio Iacobacci, Yasheng Wang, Guangtai Liang, Jiansheng Wei, Xin Jiang, Qianxiang Wang, Qun Liu
2022 J jnl
CoRR
Ieva Staliunaite, Philip John Gorinski, Ignacio Iacobacci
2022 conf
EMNLP (Findings)
Yue Feng, Gerasimos Lampouras, Ignacio Iacobacci
2022 J jnl
CoRR
Yue Feng, Gerasimos Lampouras, Ignacio Iacobacci
2022 A* conf
EMNLP
Fenia Christopoulou, Gerasimos Lampouras, Ignacio Iacobacci
2022 J jnl
CoRR
Fenia Christopoulou, Gerasimos Lampouras, Ignacio Iacobacci
2022 J jnl
CoRR
Han Zhou, Ignacio Iacobacci, Pasquale Minervini
2021 J jnl
Trans. Assoc. Comput. Linguistics
Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2021 conf
ACL/IJCNLP (Findings)
Benjamin Minixhofer, Milan Gritta, Ignacio Iacobacci
2021 J jnl
CoRR
Benjamin Minixhofer, Milan Gritta, Ignacio Iacobacci
2021 A* conf
AAAI
Ieva Staliunaite, Philip John Gorinski, Ignacio Iacobacci
2021 J jnl
CoRR
Ieva Staliunaite, Philip John Gorinski, Ignacio Iacobacci
2021 J jnl
CoRR
Milan Gritta, Ignacio Iacobacci
2021 conf
ACL/IJCNLP (Findings)
Milan Gritta, Ignacio Iacobacci
2020 Misc conf
ICASSP
Ieva Staliunaite, Ignacio Iacobacci
2020 conf
EMNLP (1)
Ieva Staliunaite, Ignacio Iacobacci
2020 J jnl
CoRR
Ieva Staliunaite, Ignacio Iacobacci
2020 J jnl
CoRR
Milan Gritta, Gerasimos Lampouras, Ignacio Iacobacci
2020 J jnl
CoRR
Gabriel Gordon-Hall, Philip John Gorinski, Gerasimos Lampouras, Ignacio Iacobacci
2019 conf
ACL (1)
Ignacio Iacobacci, Roberto Navigli
2019
Ignacio Iacobacci
2017 B conf
CoNLL
Massimiliano Mancini, José Camacho-Collados, Ignacio Iacobacci, Roberto Navigli
2016 J jnl
CoRR
Massimiliano Mancini, José Camacho-Collados, Ignacio Iacobacci, Roberto Navigli
2016 conf
ACL (1)
Ignacio Iacobacci, Mohammad Taher Pilehvar, Roberto Navigli
2016 J jnl
CoRR
José Camacho-Collados, Ignacio Iacobacci, Roberto Navigli, Mohammad Taher Pilehvar
2015 conf
ACL (1)
Ignacio Iacobacci, Mohammad Taher Pilehvar, Roberto Navigli
redb/extractors/basicproperties.py
← Index redb/extractors/basicproperties.py python
from dataclasses import asdict
import inspect
import os
import magic
from magika import Magika
from datetime import datetime, timezone
from typing import Any, List, Tuple

from redb.extractors.enum import Tag
from redb.models.dataclasses import BasicProperties
from redb.extractors.extractor import Extractor


class BasicPropertiesExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        parent_sha256=None,
        precomputed_hashes=None,
        is_fat=None,
        child_sha256=None,
        child_architecture=None,
        child_filetype=None,
        first_seen=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters=exporters,
            index_prefix=index_prefix,
            elastic_index=elastic_index,
            known_benign=known_benign,
            known_malicious=known_malicious,
            precomputed_hashes=precomputed_hashes,
        )
        self.basic_properties = None
        self.elastic_index = self.index_prefix + "-basic_properties"
        self.is_packed = None
        self.parent_sha256 = parent_sha256  # For FAT Mach-O slices, points to container hash
        self.is_fat = is_fat  # True for FAT Mach-O containers, None otherwise
        self.child_sha256 = child_sha256  # SHA256 hashes of children (FAT slices, zip contents)
        self.child_architecture = child_architecture  # Architecture names for FAT Mach-O slices
        self.child_filetype = child_filetype  # Magika filetypes for children (useful for zip archives)
        self.first_seen = first_seen  # From catalog_samples, None for local files

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

    def _extract_basic_properties(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        filename = None  # Reserved for future use
        sample_name = os.path.basename(self.filepath)
        file_entropy = round(self.calculate_entropy(self.binary), 3)
        type_ = magic.from_buffer(self.binary)
        type_mime = magic.from_buffer(self.binary, mime=True)
        type_magika = Magika().identify_bytes(self.binary).output.label
        size = len(self.binary)
        self.basic_properties = BasicProperties(
            filename, sample_name, size, type_, type_mime, type_magika,
            file_entropy, self.is_packed, self.is_fat, self.child_sha256,
            self.child_architecture, self.child_filetype,
            first_seen=str(self.first_seen) if self.first_seen else None,
        )
        self.log.debug(f"Basic Properties dump: {asdict(self.basic_properties)}")

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_basic_properties()
            # self.export_to_elastic([self.basic_properties])
            return self.basic_properties
        except Exception as e:
            self.log.error(f"Extract basic properties error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.basic_properties
        elif exporter_type == "ClickHouseExporter":
            data = [[
                self.sha256,
                self.md5,
                self.sha1,
                self.parent_sha256,  # NULL for standalone/FAT, fat_hash for slices
                self.basic_properties.child_sha256 or [],  # SHA256 hashes of children
                self.basic_properties.child_architecture or [],  # Architecture names for FAT slices
                self.basic_properties.child_filetype or [],  # Magika filetypes for children
                self.basic_properties.is_fat,  # True for FAT Mach-O containers, NULL otherwise
                self.basic_properties.filename,
                self.basic_properties.sample_name,
                self.basic_properties.filesize,
                self.basic_properties.file_entropy,
                self.basic_properties.filetype,
                self.basic_properties.filetype_mime,
                self.basic_properties.filetype_magika,
                self.first_seen or datetime(1970, 1, 1, tzinfo=timezone.utc),  # From catalog_samples, epoch zero for local files (uses original datetime, not string)
                datetime.now(timezone.utc)
            ]]

            column_names = [
                'sha256', 'md5', 'sha1', 'parent_sha256', 'child_sha256', 'child_architecture', 'child_filetype',
                'is_fat', 'filename', 'sample_name',
                'filesize', 'file_entropy', 'filetype', 'filetype_mime',
                'filetype_magika', 'first_seen', 'analysis_date'
            ]

            column_type_names = [
                'String', 'String', 'String', 'Nullable(String)',
                'Array(FixedString(64))', 'Array(LowCardinality(String))', 'Array(LowCardinality(String))',
                'Nullable(UInt8)', 'Nullable(String)', 'String',
                'UInt64', 'Float64', 'LowCardinality(String)',
                'LowCardinality(String)', 'LowCardinality(String)',
                'DateTime64(3, \'UTC\')',
                'DateTime64(3, \'UTC\')'
            ]

            return data, column_names, column_type_names

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