Rajkumar Singh Rathore

60 papers Journal 51Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Array
Dinushan Sivaneswaran, Chaminda T. E. R. Hewage, H. M. K. K. M. B. Herath, Rajkumar Singh Rathore, Vishal Krishna Singh, Weiwei Jiang
2026 J jnl
J. Syst. Archit.
Santosh K. Smmarwar, Rahul Priyadarshi, Pratik Angaitkar, Subodh Mishra, Rajkumar Singh Rathore
2026 J jnl
IEEE Trans. Consumer Electron.
Sandeep Srivastava, Deepshikha Agarwal, Brijesh Kumar Chaurasia, Vishal Krishna Singh, Rajkumar Singh Rathore, Weiwei Jiang
2026 J jnl
IEEE Trans. Consumer Electron.
Neeraj Jain, Chhaya Singh, Vishal Krishna Singh, Rajkumar Singh Rathore, Norah Saleh Alghamdi, Chaminda T. E. R. Hewage
2026 J jnl
IEEE Trans. Consumer Electron.
Vishal Krishna Singh, Jagpreet Singh, Rajkumar Singh Rathore, Devansh Nema
2026 J jnl
IEEE Trans. Intell. Transp. Syst.
Rajkumar Singh Rathore, Chaminda Hewage, Houbing Herbert Song
2026 J jnl
Future Internet
Phil Steadman, Paul Jenkins, Rajkumar Singh Rathore, Chaminda Hewage
2026 J jnl
IEEE Internet Things J.
Vishal Krishna Singh, Niharika Anand, Krishna Sharma S, A. Anjali, Mahendra Kumar Shukla, Rajkumar Singh Rathore, Weiwei Jiang
2026 J jnl
Inf. Fusion
Vishal Krishna Singh, Deepshikha Agarwal, Vivek Kumar Gediya, Rajkumar Singh Rathore, Weiwei Jiang
2026 J jnl
IEEE Trans. Consumer Electron.
Neeraj Jain, Vishal Krishna Singh, Chhaya Singh, Gaurav Tripathi, Rajkumar Singh Rathore, Divyanshu Chaudhari
2025 J jnl
IEEE Access
Pradeep Kumar Tiwari, Shiv Prakash, Animesh Tripathi, Tiansheng Yang, Rajkumar Singh Rathore, Manish Aggarwal, Narendra Kumar Shukla
2025 J jnl
IEEE Trans. Consumer Electron.
Junaid Akram, Ali Anaissi, Awais Akram, Rajkumar Singh Rathore, Rutvij H. Jhaveri
2025 J jnl
IEEE Trans. Consumer Electron.
Aswani Devi Aguru, Erukala Suresh Babu, Rajkumar Singh Rathore, Rutvij H. Jhaveri, Francesco Benedetto
2025 J jnl
IEEE Trans. Consumer Electron.
Abegaz Mohammed Seid, Hayla Nahom Abishu, Rajkumar Singh Rathore, Aiman Erbad, Rutvij H. Jhaveri, Jianfeng Lu
2025 J jnl
CoRR
Adarsh Saxena, Sudhakar Singh, Shiv Prakash, Nand Lal Yadav, Tiansheng Yang, Rajkumar Singh Rathore, Shreya Singh
2025 J jnl
CoRR
Adarsh Saxena, Sudhakar Singh, Shiv Prakash, Tiansheng Yang, Rajkumar Singh Rathore
2025 J jnl
Digit. Commun. Networks
Junaid Akram, Walayat Hussain, Rutvij H. Jhaveri, Rajkumar Singh Rathore, Ali Anaissi
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Muhammad Wasim Abbas Ashraf, Arvind R. Singh, Rajkumar Singh Rathore, Weiwei Jiang, Avanija Janagaraj, Baskar Selvaraj
2025 J jnl
Future Internet
Chandan Kumar, Pathan Shaheen Khan, Medandrao Srinivas, Sudhanshu Kumar Jha, Shiv Prakash, Rajkumar Singh Rathore
2025 J jnl
Future Internet
Rahul Mishra, Sudhanshu Kumar Jha, Shiv Prakash, Rajkumar Singh Rathore
2025 J jnl
IEEE Access
Anita Mohanty, Ambarish G. Mohapatra, Subrat Kumar Mohanty, Tiansheng Yang, Rajkumar Singh Rathore, Ahmed Alkhayyat, Deepak Gupta
2025 J jnl
J. Intell. Fuzzy Syst.
Ajay Dureja, Suman Sangwan, Aman Dureja, Rajkumar Singh Rathore
2025 J jnl
IEEE Access
S. Pratap Singh, Amit Kumar, Raghevendra Jaiswal, Kanwarpreet Kaur, Rajkumar Singh Rathore, Tiansheng Yang
2025 J jnl
Comput. Electr. Eng.
Diksha Chawla, Saru Kumari, Rajkumar Singh Rathore, Pawan Singh Mehra, Ashok Kumar Das, Neeraj Kumar
2025 J jnl
Appl. Soft Comput.
Arvind R. Singh, Muhammad Wasim Abbas Ashraf, Rajkumar Singh Rathore, Bin Li, M. S. Sujatha
2025 J jnl
Future Internet
Rahul Mishra, Sudhanshu Kumar Jha, Shiv Prakash, Rajkumar Singh Rathore
2025 J jnl
Neural Comput. Appl.
Komal Rajendra Hole, Divya Anand, Sachi Nandan Mohanty, Rajkumar Singh Rathore, Roberto Marcelo Álvarez
2024 conf
OCIT
Vivek Kumar Pandey, Shiv Prakash, Vandana Rathore, Tiansheng Yang, Rajkumar Singh Rathore
2024 J jnl
IEEE Access
Rakesh Kumar Mahendran, Santhosh Rajendran, Prakash Pandian, Rajkumar Singh Rathore, Francesco Benedetto, Rutvij H. Jhaveri
2024 J jnl
Future Internet
Waleed Shahjehan, Rajkumar Singh Rathore, Syed Waqar Shah, Mohammad Aljaidi, Ali Safaa Sadiq, Omprakash Kaiwartya
2024 conf
OCIT
Sunil Kumar Gupta, Priyanshu Sinha, Sohan Kumar Yadav, Praveen Kumar Sahu, Tiansheng Yang, Shiv Prakash, Rajkumar Singh Rathore
2024 conf
OCIT
Priyanshu Sinha, Dinesh Prasad Sahu, Shiv Prakash, Vinay Kumar Singh, Tiansheng Yang, Rajkumar Singh Rathore
2024 J jnl
IEEE Trans. Mob. Comput.
Bhawana, Sushil Kumar, Rajkumar Singh Rathore, Upasana Dohare, Omprakash Kaiwartya, Jaime Lloret, Neeraj Kumar
2024 J jnl
Eng. Appl. Artif. Intell.
Samia M. Abd-Alhalem, Hanaa Salem, Walid El-Shafai, Torki A. Altameem, Rajkumar Singh Rathore, Tarek M. Hassan
2024 conf
C3AI
Phil Steadman, Paul Jenkins, Rajkumar Singh Rathore, Chaminda Hewage
2024 J jnl
IEEE Trans. Green Commun. Netw.
Junaid Akram, Ali Anaissi, Rajkumar Singh Rathore, Rutvij H. Jhaveri, Awais Akram
2024 J jnl
Comput. Electr. Eng.
Md. Mehedi Hassan, Sadika Zaman, Md. Mushfiqur Rahman, Anupam Kumar Bairagi, Walid El-Shafai, Rajkumar Singh Rathore, Deepak Gupta
2024 J jnl
IEEE Access
Rahul Priyadarshi, Rakesh Ranjan, Anish Kumar Vishwakarma, Tiansheng Yang, Rajkumar Singh Rathore
2024 J jnl
IEEE Trans. Consumer Electron.
Junaid Akram, Ali Anaissi, Rajkumar Singh Rathore, Rutvij H. Jhaveri, Awais Akram
2024 J jnl
ACM Trans. Asian Low Resour. Lang. Inf. Process.
Debajyoty Banik, Rahul Paul, Rajkumar Singh Rathore, Rutvij H. Jhaveri
2024 J jnl
IEEE Trans. Intell. Transp. Syst.
Muhammad Wasim Abbas Ashraf, Khuhawar Arif Raza, Arvind R. Singh, Rajkumar Singh Rathore, Issam W. Damaj, Houbing Herbert Song
2024 conf
MOCAST
Rahul Priyadarshi, Raj Vikram, Zekun Huang, Tiansheng Yang, Rajkumar Singh Rathore
2023 J jnl
Sensors
Gagan Kumar Sahoo, Subhashree Choudhury, Rajkumar Singh Rathore, Mohit Bajaj
2023 J jnl
Ad Hoc Networks
Sunil Kumar, Aman Singh, Abderrahim Benslimane, Premkumar Chithaluru, Marwan Ali Albahar, Rajkumar Singh Rathore, Roberto Marcelo Álvarez
2023 conf
ICMLDE
Adel Oubelaid, Nachaat Mohamed, Rajkumar Singh Rathore, Mohit Bajaj, Toufik Rekioua
2023 J jnl
Wirel. Networks
Gulshan Kumar, Rajkumar Singh Rathore, Kutub Thakur, Ahmad S. Almadhor, Sardar Asad Ali Biabani, Subhash Chander
2023 conf
ICMLDE
Payal Malik, Ajay Dureja, Aman Dureja, Rajkumar Singh Rathore, Nisha Malhotra
2023 J jnl
IEEE Trans. Veh. Technol.
Dheerendra Mishra, Mrityunjay Singh, Purva Rewal, Komal Pursharthi, Neeraj Kumar, Ahmed Barnawi, Rajkumar Singh Rathore
2023 J jnl
IEEE Open J. Commun. Soc.
Chandrasen Pandey, Vaibhav Tiwari, Rajkumar Singh Rathore, Rutvij H. Jhaveri, Diptendu Sinha Roy, Shitharth Selvarajan
2023 conf
ICMLDE
Ch. Naga Sai Kalyan, Rajkumar Singh Rathore, Subhashree Choudhury, Mohit Bajaj
2022 J jnl
Sensors
Bhawana, Sushil Kumar, Rajkumar Singh Rathore, Mufti Mahmud, Omprakash Kaiwartya, Jaime Lloret
2022 J jnl
Ad Hoc Sens. Wirel. Networks
Ahmad M. Khasawneh, Prashant Singh, Geetika Aggarwal, Rajkumar Singh Rathore, Omprakash Kaiwartya
2022 J jnl
Sensors
Manoj Kumar, Sushil Kumar, Pankaj Kumar Kashyap, Geetika Aggarwal, Rajkumar Singh Rathore, Omprakash Kaiwartya, Jaime Lloret
2022 J jnl
Sensors
Rajkumar Singh Rathore, Chaminda Hewage, Omprakash Kaiwartya, Jaime Lloret
2022 J jnl
Sensors
Sudhanshu Kumar Jha, Shiv Prakash, Rajkumar Singh Rathore, Mufti Mahmud, Omprakash Kaiwartya, Jaime Lloret
2022 J jnl
Sensors
Alaa Saleh, Pallavi Joshi, Rajkumar Singh Rathore, Sandeep Singh Sengar
2021 J jnl
Wirel. Commun. Mob. Comput.
Rajkumar Singh Rathore, Suman Sangwan, Omprakash Kaiwartya, Geetika Aggarwal
2020 J jnl
EURASIP J. Wirel. Commun. Netw.
Rajkumar Singh Rathore, Suman Sangwan, Shiv Prakash, Kabita Adhikari, Rupak Kharel, Yue Cao
2020 J jnl
Sensors
Rajkumar Singh Rathore, Suman Sangwan, Sukriti Mazumdar, Omprakash Kaiwartya, Kabita Adhikari, Rupak Kharel, Houbing Song
2009 conf
ICETET
Vikram Bali, Rajkumar Singh Rathore, Amit Sirohi, Prateek Verma
redb/extractors/capa.py
← Index redb/extractors/capa.py python
from dataclasses import asdict
import inspect
import json
import subprocess
import magic
from magika import Magika
from typing import Any, Dict, List, Tuple
from datetime import datetime, timezone

from redb.extractors.enum import Tag
from redb.models.dataclasses import CAPA
from redb.extractors.extractor import Extractor
from dotenv import load_dotenv
import os

load_dotenv(override=True)

class CAPAExtractor(Extractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
    ):
        super().__init__(
            filepath, 
            log, 
            exporters,
            index_prefix, 
            elastic_index, 
            known_benign, 
            known_malicious
        )
        self.capa = None
        self.elastic_index = self.index_prefix + "-capa"

    def _replace_empty_keys(self, dictionary, replacement="default_empty_key"):
        """
        Replace empty keys in a dictionary with a specified replacement.

        Args:
        dictionary (dict): The input dictionary
        replacement (str): The replacement for empty keys (default: 'empty_key')

        Returns:
        dict: A new dictionary with empty keys replaced
        """
        # tmp_dict = {}
        # for k, v in dictionary.items():
        #     if k == '':
        #         tmp_dict[replacement] = dictionary[k]
        #     else:
        #         tmp_dict[k] = dictionary[k]
        # return tmp_dict
        return {(replacement if k == "" else k): v for k, v in dictionary.items()}

    def _extract_capa(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        TIMEOUT = int(os.getenv("CAPA_TIMEOUT")) # 5 minutes in seconds
        capa_command = [os.getenv("CAPA_PATH"), "-j", self.filepath] # COMMENT FOR TESTING ON MAC

        import signal

        # try:
        #     result = subprocess.run(
        #         capa_command, capture_output=True, text=True, check=True, timeout=TIMEOUT
        #     )
        # except subprocess.TimeoutExpired:
        #     self.log.error(f"The capa command timed out after {TIMEOUT} seconds")
        #     return {}
        # except subprocess.CalledProcessError as e:
        #     self.log.error(f"Error running capa: {e}")
        #     return {}

        # try:
        #     capa_output = json.loads(result.stdout)
        # except json.JSONDecodeError as e:
        #     self.log.error("Error parsing capa output: {e}")
        #     return {}

        # Create a process group for easier termination of all child processes
        try:
            # Start the process in a new process group
            process = subprocess.Popen(
                capa_command,
                stdout=subprocess.PIPE,
                stderr=subprocess.PIPE,
                text=True,
                preexec_fn=os.setsid  # Use os.setsid() to create a new process group
            )
            
            # Implement timeout handling manually
            try:
                stdout, stderr = process.communicate(timeout=TIMEOUT)
                # Process completed within timeout
                if process.returncode != 0:
                    self.log.error(f"Error running capa, return code: {process.returncode}, stderr: {stderr}")
                    return {}
            except subprocess.TimeoutExpired:
                # Kill the entire process group on timeout
                self.log.warning(f"The capa command timed out after {TIMEOUT} seconds, terminating process group")
                
                try:
                    # Send SIGTERM to the entire process group
                    os.killpg(process.pid, signal.SIGTERM)
                    
                    # Give it a moment to terminate gracefully
                    try:
                        process.wait(timeout=3)
                    except subprocess.TimeoutExpired:
                        # If it's still running after 3 seconds, send SIGKILL
                        self.log.warning("Process didn't terminate with SIGTERM, sending SIGKILL")
                        os.killpg(process.pid, signal.SIGKILL)
                        
                    process.wait()  # Make sure process resources are fully cleaned up
                except (ProcessLookupError, OSError) as e:
                    self.log.warning(f"Error while killing process: {e}")
                    
                return {}
                
            try:
                capa_output = json.loads(stdout)
            except json.JSONDecodeError as e:
                self.log.error(f"Error parsing capa output: {e}")
                return {}

            capa_dump = {}  # dictionalry of capabilities
            capabilities = set()  # list of capabilities
            namespaces = set()  # list of namespaces
            attack_dump = {}  # dictionary of tuples [tactic](technique, technique_id)
            tactics = set()  # list of tactics
            techniques = set()  # list of techniques
            techniques_id = set()  # list of techniques_id
            mbc_dump = {}  # dictionary of tuples [objective](behavior, behavior_id)
            mbc_objectives = set()  # list of objectives
            mbc_behaviors = set()  # list of behaviors
            mbc_behaviors_id = set()  # list of behaviors_id

            if isinstance(capa_output, dict) and "rules" in capa_output:
                rules = capa_output["rules"]
                if isinstance(rules, dict):
                    for rule_name, rule_data in rules.items():
                        if isinstance(rule_data, dict) and "meta" in rule_data:
                            meta = rule_data["meta"]
                            if isinstance(meta, dict):
                                # Process capabilities
                                namespace = meta.get("namespace", "").lower()
                                # if namespace != 'lib':
                                if namespace not in capa_dump:
                                    capa_dump[namespace] = []
                                    namespaces.add(namespace)
                                capa_dump[namespace].append(rule_name)
                                capabilities.add(rule_name)

                                # Process ATTACK information
                                if "attack" in meta:
                                    for attack_entry in meta["attack"]:
                                        tactic = attack_entry.get("tactic", "")
                                        technique = attack_entry.get("technique", "")
                                        id = attack_entry.get("id", "")
                                        if tactic and technique:
                                            if tactic in attack_dump:
                                                attack_dump[tactic].append((technique, id))
                                            else:
                                                attack_dump[tactic] = [(technique, id)]
                                            tactics.add(tactic)
                                            techniques.add(technique)
                                            techniques_id.add(id)

                                # Process MBC information
                                if "mbc" in meta:
                                    for mbc_entry in meta["mbc"]:
                                        objective = mbc_entry.get("objective", "")
                                        behavior = mbc_entry.get("behavior", "")
                                        id = mbc_entry.get("id", "")
                                        if objective and behavior:
                                            if objective in mbc_dump:
                                                mbc_dump[objective].append((behavior, id))
                                            else:
                                                mbc_dump[objective] = [(behavior, id)]
                                            mbc_objectives.add(objective)
                                            mbc_behaviors.add(behavior)
                                            mbc_behaviors_id.add(id)

            # return {
            #     'capabilities_all': json.dumps(capabilities_all, indent=2),
            #     'capabilities': list(capabilities),
            #     'namespaces': list(namespaces),
            #     'attack': json.dumps(attack, indent=2),
            #     'tactics': list(tactics),
            #     'techniques': list(techniques),
            #     'techniques_id': list(techniques_id),
            #     'mbc': json.dumps(mbc, indent=2),
            #     'mbc_objectives': list(mbc_objectives),
            #     'mbc_behaviors': list(mbc_behaviors),
            #     'mbc_behaviors_id': list(mbc_behaviors_id)
            # }

            capa_dump = self._replace_empty_keys(capa_dump)
            attack_dump = self._replace_empty_keys(attack_dump)
            mbc_dump = self._replace_empty_keys(mbc_dump)
            self.capa = CAPA(
                json.dumps(capa_dump, indent=2),
                list(capabilities),
                list(namespaces),
                json.dumps(attack_dump, indent=2),
                list(tactics),
                list(techniques),
                list(techniques_id),
                json.dumps(mbc_dump, indent=2),
                list(mbc_objectives),
                list(mbc_behaviors),
                list(mbc_behaviors_id),
            )
            self.log.debug(f"CAPA dump: {self.capa})")
            
        except Exception as e:
            self.log.error(f"Unexpected error in CAPA extraction: {str(e)}")
            # Try to clean up any process if possible
            if 'process' in locals() and process.poll() is None:
                try:
                    os.killpg(process.pid, signal.SIGKILL)
                    process.wait()
                except:
                    pass
            return {}

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.capa
        elif exporter_type == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)
            
            # Prepare data for multiple tables
            tables_data = {
                'multi_table': True,  # Flag for multi-table export
                
                # Raw data table
                'raw': {
                    'table': 'redb_capa',
                    'data': [[
                        self.sha256,
                        self.md5,
                        self.sha1,
                        current_time,
                        self.capa.capa_dump,  # capa_dump
                        self.capa.attack_dump,            # attack_dump
                        self.capa.mbc_dump                # mbc_dump
                    ]],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'capa_dump', 'attack_dump', 'mbc_dump'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'JSON', 'JSON', 'JSON'
                    ]
                },
                
                # Capabilities table
                'capabilities': {
                    'table': 'redb_capa_capabilities',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time, namespace, capability]
                        for namespace, capabilities in json.loads(self.capa.capa_dump).items()
                        for capability in capabilities
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'namespace', 'capability'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)'
                    ]
                },
                
                # MITRE ATT&CK table
                'attack': {
                    'table': 'redb_capa_attack',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time, 
                         tactic, technique[0], technique[1]]  # technique[0] is the name, technique[1] is the ID
                        for tactic, techniques in json.loads(self.capa.attack_dump).items()
                        for technique in techniques
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'tactic', 'technique', 'technique_id'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)', 
                        'LowCardinality(String)'
                    ]
                },
                
                # MBC table
                'mbc': {
                    'table': 'redb_capa_mbc',
                    'data': [
                        [self.sha256, self.md5, self.sha1, current_time,
                         objective, behavior[0], behavior[1]]  # behavior[0] is the name, behavior[1] is the ID
                        for objective, behaviors in json.loads(self.capa.mbc_dump).items()
                        for behavior in behaviors
                    ],
                    'column_names': [
                        'sha256', 'md5', 'sha1', 'analysis_date',
                        'objective', 'behavior', 'behavior_id'
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                        'DateTime64(3, \'UTC\')',
                        'LowCardinality(String)', 'LowCardinality(String)',
                        'LowCardinality(String)'
                    ]
                }
            }
            
            return tables_data

    def get_clickhouse_table(self) -> str:
        return "redb_capa"  # Return the main table name

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            self._extract_capa()
            return self.capa  # Return the extracted data instead of exporting directly
        except Exception as e:
            self.log.error(f"Error extracting CAPA: {e}")
            return None

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