Kai Yang

34 papers B 2Misc 2Journal 23Unranked 7
YearRankTypeTitle / Venue / Authors
2023 J jnl
IEEE Internet Things J.
Zhanpeng Yang, Yuanming Shi, Yong Zhou, Zixin Wang, Kai Yang
2022 conf
ICC Workshops
Xiangyu Zeng, Shuhao Xia, Kai Yang, Youlong Wu, Yuanming Shi
2022 J jnl
CoRR
Zhanpeng Yang, Yuanming Shi, Yong Zhou, Zixin Wang, Kai Yang
2021 J jnl
IEEE Trans. Green Commun. Netw.
Sheng Hua, Yong Zhou, Kai Yang, Yuanming Shi, Kunlun Wang
2020 J jnl
CoRR
Kai Yang, Yong Zhou, Zhanpeng Yang, Yuanming Shi
2020 J jnl
IEEE Commun. Surv. Tutorials
Yuanming Shi, Kai Yang, Tao Jiang, Jun Zhang, Khaled B. Letaief
2020 J jnl
CoRR
Yuanming Shi, Kai Yang, Tao Jiang, Jun Zhang, Khaled Ben Letaief
2020 J jnl
IEEE Internet Things J.
Kai Yang, Yuanming Shi, Wei Yu, Zhi Ding
2020 J jnl
IEEE Trans. Wirel. Commun.
Kai Yang, Tao Jiang, Yuanming Shi, Zhi Ding
2020 J jnl
CoRR
Kai Yang, Yuanming Shi, Yong Zhou, Zhanpeng Yang, Liqun Fu, Wei Chen
2020 J jnl
IEEE Netw.
Kai Yang, Yuanming Shi, Yong Zhou, Zhanpeng Yang, Liqun Fu, Wei Chen
2020 J jnl
ACM Trans. Knowl. Discov. Data
Jialin Dong, Kai Yang, Yuanming Shi
2019 J jnl
CoRR
Kai Yang, Tao Fan, Tianjian Chen, Yuanming Shi, Qiang Yang
2019 J jnl
IEEE Trans. Wirel. Commun.
Jialin Dong, Kai Yang, Yuanming Shi
2019 J jnl
IEEE Trans. Signal Process.
Kai Yang, Yuanming Shi, Zhi Ding
2019 conf
VTC Fall
Sheng Hua, Xiangyu Yang, Kai Yang, Gao Yin, Yuanming Shi, Hao Wang
2019 J jnl
CoRR
Kai Yang, Yuanming Shi, Wei Yu, Zhi Ding
2019 conf
ICC
Kai Yang, Tao Jiang, Yuanming Shi, Zhi Ding
2019 J jnl
IEEE Trans. Wirel. Commun.
Kai Yang, Yuanming Shi, Zhi Ding
2019 J jnl
CoRR
Fan Zhang, Hao Wang, Jiashan Wang, Kai Yang
2019 conf
VTC Fall
Sheng Hua, Kai Yang, Yuanming Shi
2019 Misc conf
ICASSP
Tao Jiang, Kai Yang, Yuanming Shi
2019 J jnl
CoRR
Sheng Hua, Yong Zhou, Kai Yang, Yuanming Shi
2018 J jnl
CoRR
Jialin Dong, Kai Yang, Yuanming Shi
2018 B conf
WCNC
Jialin Dong, Kai Yang, Yuanming Shi
2018 J jnl
CoRR
Kai Yang, Yuanming Shi, Zhi Ding
2018 J jnl
CoRR
Kai Yang, Tao Jiang, Yuanming Shi, Zhi Ding
2018 J jnl
CoRR
Kai Yang, Yuanming Shi, Zhi Ding
2018 Misc conf
ICASSP
Kai Yang, Yuanming Shi, Zhi Ding
2017 conf
GlobalSIP
Kai Yang, Yuanming Shi, Zhi Ding
2017 conf
ICDM Workshops
Jialin Dong, Kai Yang, Yuanming Shi
2016 conf
GlobalSIP
Kai Yang, Yuanming Shi, Jun Zhang, Zhi Ding, Khaled Ben Letaief
2016 B conf
GLOBECOM
Kai Yang, Yuanming Shi, Zhi Ding
2016 J jnl
CoRR
Kai Yang, Yuanming Shi, Zhi Ding
redb/extractors/js_extractors/js_deobfuscation.py
← Index redb/extractors/js_extractors/js_deobfuscation.py python
import hashlib
import inspect
import re
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor
from redb.extractors.js_extractors.js_patterns import PATTERNS

# String literals of 4+ characters; only used by the deobfuscation diff to count
# strings revealed after deobfuscation. Compiled once at module load.
_STRING_LITERAL_4PLUS_RE = re.compile(r"[\"\']([^\"\']{4,})[\"\']")


class JSDeobfuscationExtractor(JSExtractor):
    """Compute pre/post-deobfuscation metrics for a JS sample.

    The actual deobfuscation pass (external tool with jsbeautifier fallback)
    lives on `JSContext.deobfuscated` and is cached per sample, so any other
    extractor that needs the deobfuscated text reads the same value without
    re-running the subprocess. Configure the external tool via env vars:
        JS_DEOBFUSCATOR_PATH    Path or name (default: webcrack)
        JS_DEOBFUSCATE_TIMEOUT  Seconds (default: 60)
    """

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False, source=None, context=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, source, context=context,
        )
        self.deobfuscation_result = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def extract(self):
        src = self.js_source
        if not src:
            return None

        deobfuscated, deobfuscator_used = self._context.deobfuscated
        if deobfuscated is None:
            return None

        original_size = len(src)
        original_entropy = self._context.text_entropy
        deobfuscated_size = len(deobfuscated)
        deobfuscated_entropy = self._calculate_text_entropy(deobfuscated)
        size_change_ratio = round(deobfuscated_size / original_size, 4) if original_size else 0.0

        # Strings revealed by deobfuscation: matched literals are extracted from
        # both versions and the set difference is the count of "new" strings.
        original_strings = set(_STRING_LITERAL_4PLUS_RE.findall(src))
        deobfuscated_strings = set(_STRING_LITERAL_4PLUS_RE.findall(deobfuscated))
        new_strings = deobfuscated_strings - original_strings

        # Suspicious APIs revealed by deobfuscation. Both sides of the diff
        # come from JSContext caches: the raw scan is computed once for the
        # whole pipeline; the deobfuscated scan is computed once and reused
        # by JSSuspiciousAPIsExtractor's revealed_by_deobf rows.
        original_apis = {n for n in self._context.scan if n in PATTERNS}
        deobfuscated_apis = set(self._context.scan_deobfuscated)
        new_apis = deobfuscated_apis - original_apis

        deobfuscated_sha256 = hashlib.sha256(deobfuscated.encode('utf-8')).hexdigest()

        self.deobfuscation_result = {
            'deobfuscator_used': deobfuscator_used,
            'deobfuscation_successful': True,
            'original_size': original_size,
            'deobfuscated_size': deobfuscated_size,
            'size_change_ratio': size_change_ratio,
            'original_entropy': original_entropy,
            'deobfuscated_entropy': deobfuscated_entropy,
            'new_strings_found': len(new_strings),
            'new_apis_found': len(new_apis),
            'deobfuscated_sha256': deobfuscated_sha256,
        }
        return self.deobfuscation_result

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

            r = self.deobfuscation_result
            current_time = datetime.now(timezone.utc)
            data = [[
                self.sha256,
                r['deobfuscator_used'],
                int(r['deobfuscation_successful']),
                r['original_size'],
                r['deobfuscated_size'],
                r['size_change_ratio'],
                r['original_entropy'],
                r['deobfuscated_entropy'],
                r['new_strings_found'],
                r['new_apis_found'],
                r['deobfuscated_sha256'],
                current_time,
            ]]

            column_names = [
                "sha256", "deobfuscator_used", "deobfuscation_successful",
                "original_size", "deobfuscated_size", "size_change_ratio",
                "original_entropy", "deobfuscated_entropy",
                "new_strings_found", "new_apis_found",
                "deobfuscated_sha256", "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)", "LowCardinality(String)", "UInt8",
                "UInt64", "UInt64", "Float64",
                "Float64", "Float64",
                "UInt32", "UInt32",
                "FixedString(64)", "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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