Ilja Kuzborskij

47 papers A* 14A 2Journal 27Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Simon Vary, Tyler Farghly, Ilja Kuzborskij, Patrick Rebeschini
2026 J jnl
CoRR
Ouns El Harzli, Yoonsoo Nam, Ilja Kuzborskij, Bernardo Cuenca Grau, Ard A. Louis
2025 J jnl
CoRR
Yuanhe Zhang, Ilja Kuzborskij, Jason D. Lee, Chenlei Leng, Fanghui Liu
2025 J jnl
CoRR
Ilja Kuzborskij, Yasin Abbasi-Yadkori
2025 J jnl
CoRR
Ilja Kuzborskij, Yasin Abbasi-Yadkori
2024 A* conf
COLT
Ilja Kuzborskij, Kwang-Sung Jun, Yulian Wu, Kyoungseok Jang, Francesco Orabona
2024 J jnl
CoRR
Ilja Kuzborskij, Kwang-Sung Jun, Yulian Wu, Kyoungseok Jang, Francesco Orabona
2024 J jnl
CoRR
Yasin Abbasi-Yadkori, Ilja Kuzborskij, David Stutz, András György, Adam Fisch, Arnaud Doucet, Iuliya Beloshapka, Wei-Hung Weng, Yao-Yuan Yang, Csaba Szepesvári, Ali Taylan Cemgil, Nenad Tomasev
2024 J jnl
CoRR
Yasin Abbasi-Yadkori, Ilja Kuzborskij, András György, Csaba Szepesvári
2024 A* conf
NeurIPS
Yasin Abbasi-Yadkori, Ilja Kuzborskij, András György, Csaba Szepesvári
2023 A* conf
NeurIPS
Yuyang Deng, Ilja Kuzborskij, Mehrdad Mahdavi
2023 J jnl
CoRR
Yuyang Deng, Ilja Kuzborskij, Mehrdad Mahdavi
2023 A* conf
COLT
Kyoungseok Jang, Kwang-Sung Jun, Ilja Kuzborskij, Francesco Orabona
2023 J jnl
CoRR
Kyoungseok Jang, Kwang-Sung Jun, Ilja Kuzborskij, Francesco Orabona
2022 J jnl
CoRR
Ilja Kuzborskij, Csaba Szepesvári
2021 A* conf
ICML
Mikhail Konobeev, Ilja Kuzborskij, Csaba Szepesvári
2021 A conf
AISTATS
Ilja Kuzborskij, Claire Vernade, András György, Csaba Szepesvári
2021 A* conf
COLT
Ilja Kuzborskij, Csaba Szepesvári
2021 A* conf
NeurIPS
Ilja Kuzborskij, Csaba Szepesvári, Omar Rivasplata, Amal Rannen-Triki, Razvan Pascanu
2021 J jnl
CoRR
Ilja Kuzborskij, Csaba Szepesvári, Omar Rivasplata, Amal Rannen-Triki, Razvan Pascanu
2021 A* conf
NeurIPS
Dominic Richards, Ilja Kuzborskij
2021 J jnl
CoRR
Dominic Richards, Ilja Kuzborskij
2020 J jnl
CoRR
Ilja Kuzborskij, Claire Vernade, András György, Csaba Szepesvári
2020 A* conf
NeurIPS
Ilja Kuzborskij, Nicolò Cesa-Bianchi
2020 J jnl
CoRR
Ilja Kuzborskij, Nicolò Cesa-Bianchi
2020 J jnl
CoRR
Mikhail Konobeev, Ilja Kuzborskij, Csaba Szepesvári
2020 A* conf
NeurIPS
Omar Rivasplata, Ilja Kuzborskij, Csaba Szepesvári, John Shawe-Taylor
2020 J jnl
CoRR
Omar Rivasplata, Ilja Kuzborskij, Csaba Szepesvári, John Shawe-Taylor
2019 A* conf
COLT
Ilja Kuzborskij, Nicolò Cesa-Bianchi, Csaba Szepesvári
2019 J jnl
CoRR
Ilja Kuzborskij, Nicolò Cesa-Bianchi, Csaba Szepesvári
2019 A conf
AISTATS
Ilja Kuzborskij, Leonardo Cella, Nicolò Cesa-Bianchi
2019 J jnl
CoRR
Ilja Kuzborskij, Csaba Szepesvári
2018 A* conf
ICML
Ilja Kuzborskij, Christoph H. Lampert
2018 J jnl
CoRR
Ilja Kuzborskij, Leonardo Cella, Nicolò Cesa-Bianchi
2017 J jnl
CoRR
Ilja Kuzborskij, Christoph H. Lampert
2017 J jnl
Mach. Learn.
Ilja Kuzborskij, Francesco Orabona
2017 conf
NIPS
Ilja Kuzborskij, Nicolò Cesa-Bianchi
2017 J jnl
CoRR
Ilja Kuzborskij, Nicolò Cesa-Bianchi
2017 J jnl
Comput. Vis. Image Underst.
Ilja Kuzborskij, Francesco Orabona, Barbara Caputo
2016 A* conf
CVPR
Ilja Kuzborskij, Fabio Maria Carlucci, Barbara Caputo
2015 conf
ICIAP (1)
Ilja Kuzborskij, Francesco Orabona, Barbara Caputo
2015 J jnl
CoRR
Ilja Kuzborskij, Fabio Maria Carlucci, Barbara Caputo
2014 J jnl
CoRR
Ilja Kuzborskij, Francesco Orabona
2014 J jnl
CoRR
Ilja Kuzborskij, Barbara Caputo, Francesco Orabona
2013 A* conf
CVPR
Ilja Kuzborskij, Francesco Orabona, Barbara Caputo
2013 conf
ICML (3)
Ilja Kuzborskij, Francesco Orabona
2012 conf
EMBC
Ilja Kuzborskij, Arjan Gijsberts, Barbara Caputo
redb/utils/sort_files_by_type.py
← Index redb/utils/sort_files_by_type.py python
import os
import sys
from collections import defaultdict
import tempfile
from magika import Magika
import py7zr
import pyzipper
import shutil

"""
This script is used to sort files by their type. 
It reads all the files in the provided directory and splits them into different 
directories based on their type. Mainly, it classifies the files into the following types:
- PE Binaries
- Mach-O Binaries
- ELF Binaries
- APK 
- Other Files

It outputs the count of files for each file extension and file type.

Command line example:
nohup python3 sort_files_by_type.py /mnt/samples/consilience/malware/vx-bazaar-expanded/Bazaar.2020.12 \
    /mnt/samples/consilience/malware/_sorted_samples/vx-bazaar/2020/ > \
    /mnt/samples/consilience/malware/ops-logs/20241014-SORT_FILES-bazaar_2020.12.output.log 2>&1 &
"""


def process_zip_file(filepath):
    print(f"[INFO] - Processing zip file: {filepath}")
    with tempfile.TemporaryDirectory() as temp_dir:
        try:
            with pyzipper.AESZipFile(filepath) as zf:
                zf.pwd = b"infected"
                filename = zf.namelist()[0]
                zf.extractall(temp_dir)
                extracted_zip_path = os.path.join(temp_dir, filename)
                return process_binary_file(extracted_zip_path)
        except Exception as e:
            print(f"[ERR] - Error processing zip file {filepath}: {str(e)}")
            return None


def process_7z_file(filepath):
    print(f"[INFO] - Processing 7z file: {filepath}")
    with tempfile.TemporaryDirectory() as temp_dir:
        try:
            with py7zr.SevenZipFile(filepath, mode="r", password="infected") as z:
                z.extractall(path=temp_dir)
                for root, _, files in os.walk(temp_dir):
                    for file in files:
                        extracted_file_path = os.path.join(root, file)
                        return process_binary_file(extracted_file_path)
        except Exception as e:
            print(f"[ERR] - Error processing 7z file {filepath}: {str(e)}")
            return None


def process_binary_file(filepath):
    print(f"[INFO] - Processing binary file: {filepath}")
    try:
        with open(filepath, "rb") as f:
            data = f.read(512 * 1024)  # 512KB
        return Magika().identify_bytes(data).output.ct_label
    except Exception as e:
        print(f"[ERR] - Error processing binary file {filepath}: {str(e)}")
        return "ERROR"


def count_file_extensions(path, dest_dir):
    # A defaultdict to store file extension counts
    extension_count = defaultdict(int)
    filetype_count = defaultdict(int)
    tot_files = 0

    # Walk through the directory
    for root, dirs, files in os.walk(path):
        for file in files:
            if file.startswith("."):
                continue

            tot_files += 1
            # Split the file extension from the file name
            _, ext = os.path.splitext(file)
            ext = ext.lower()

            # Count the extensions
            extension_count[ext] += 1
            filepath = os.path.join(root, file)
            filetype = ""

            if ext == ".7z":
                filetype = process_7z_file(filepath)
            elif ext == ".zip":
                filetype = process_zip_file(filepath)
            else:
                filetype = process_binary_file(filepath)

            filetype_count[filetype] += 1

            if filetype == "pebin":
                dest = os.path.join(dest_dir, "pebin")
                os.makedirs(dest, exist_ok=True)
                shutil.copy2(filepath, os.path.join(dest, file))
            elif filetype == "macho":
                dest = os.path.join(dest_dir, "macho")
                os.makedirs(dest, exist_ok=True)
                shutil.copy2(filepath, os.path.join(dest, file))
            elif filetype == "elf":
                dest = os.path.join(dest_dir, "elf")
                os.makedirs(dest, exist_ok=True)
                shutil.copy2(filepath, os.path.join(dest, file))
            elif filetype == "apk":
                dest = os.path.join(dest_dir, "apk")
                os.makedirs(dest, exist_ok=True)
                shutil.copy2(filepath, os.path.join(dest, file))
            else:
                dest = os.path.join(dest_dir, "other")
                os.makedirs(dest, exist_ok=True)
                shutil.copy2(filepath, os.path.join(dest, file))
            print(f"[STATUS] - Progres: {tot_files}/{len(files)} files processed")

    # Print the results
    # print("- File Extension Statistics:")
    # for ext, count in extension_count.items():
    #     if ext:  # To exclude files with no extension
    #         print(f"\t{ext}: {count} files")

    # if "" in extension_count:
    #     print(f'\t{extension_count[""]} files with no extension')

    print(f"- Total Number of Files: {tot_files}")
    print("\n- File Type Statistics:")
    for filetype, count in sorted(filetype_count.items()):
        print(f"\t{filetype:<15}{count:>8}")


if __name__ == "__main__":
    # Check if the path was passed as a command-line argument
    if len(sys.argv) != 3:
        print("Usage: python3 script.py <input_path> <dest_dir>")
        sys.exit(1)

    # Get the path from the command-line arguments
    input_path = sys.argv[1]
    dest_dir = sys.argv[2]

    # Check if the provided path is valid
    if not os.path.isdir(input_path):
        print(f"The path '{input_path}' is not a valid directory.")
        sys.exit(1)

    # Call the function to count file extensions
    count_file_extensions(input_path, dest_dir)