Caglar Yardim

19 papers C 10Journal 9
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE Geosci. Remote. Sens. Lett.
Elizabeth A. Shi, Caglar Yardim, Joe Vinci, Brian Haus, Milan Curcic
2024 C conf
IGARSS
Joel T. Johnson, Kenneth C. Jezek, Marco Brogioni, Leung Tsang, Caglar Yardim, Emre Ertin, Nithin Sugavanam, Mark J. Andrews, Lars Kaleschke, Giovanni Macelloni, Shujie Wang
2024 J jnl
IEEE Geosci. Remote. Sens. Lett.
Marco Brogioni, Kenneth C. Jezek, Joel T. Johnson, Marion Leduc-Leballeur, Caglar Yardim, Leung Tsang, Shujie Wang, Giovanni Macelloni
2023 C conf
IGARSS
Nithin Sugavanam, Emre Ertin, Caglar Yardim, Joel T. Johnson, Kenneth C. Jezek, Joseph A. MacGregor
2022 J jnl
IEEE Geosci. Remote. Sens. Lett.
Marco Brogioni, Marion Leduc-Leballeur, Mark J. Andrews, Giovanni Macelloni, Joel T. Johnson, Kenneth C. Jezek, Caglar Yardim
2022 C conf
IGARSS
Caglar Yardim, Joel T. Johnson, Kenneth C. Jezek, Mark J. Andrews, Marion Leduc-Leballeur, Marco Brogioni, Giovanni Macelloni
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Yuna Duan, Caglar Yardim, Michael Durand, Kenneth C. Jezek, Joel T. Johnson, Alexandra Bringer, Shurun Tan, Leung Tsang, Mustafa Aksoy
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Caglar Yardim, Joel T. Johnson, Kenneth C. Jezek, Mark J. Andrews, Michael Durand, Yuna Duan, Shurun Tan, Leung Tsang, Marco Brogioni, Giovanni Macelloni, Alexandra Bringer
2021 J jnl
IEEE Trans. Geosci. Remote. Sens.
Shurun Tan, Leung Tsang, Haokui Xu, Joel T. Johnson, Kenneth C. Jezek, Caglar Yardim, Michael Durand, Yuna Duan
2021 C conf
IGARSS
Caglar Yardim, Mark J. Andrews, Joel T. Johnson, Kenneth C. Jezek, Marion Leduc-Leballeur, Marco Brogioni, Giovanni Macelloni
2021 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Joel T. Johnson, Kenneth C. Jezek, Giovanni Macelloni, Marco Brogioni, Leung Tsang, Emmanuel P. Dinnat, Jeffrey P. Walker, Nan Ye, Sidharth Misra, Jeffrey R. Piepmeier, Rajat Bindlish, David M. Le Vine, Peggy E. O'Neill, Lars Kaleschke, Mark J. Andrews, Caglar Yardim, Mustafa Aksoy, Michael Durand, Chi-Chih Chen, Oguz Demir, Alexandra Bringer, Julie Z. Miller, Shannon T. Brown, Ron Kwok, Tong Lee, Yann Kerr, Dara Entekhabi, Jinzheng Peng, Andreas Colliander, Steven Chan, Joseph A. MacGregor, Brooke Medley, Roger DeRoo, Mark Drinkwater
2020 J jnl
J. Open Source Softw.
Edward J. Oughton, Tom Russell, Joel T. Johnson, Caglar Yardim, Julius Kusuma
2018 J jnl
IEEE Trans. Geosci. Remote. Sens.
Kenneth C. Jezek, Joel T. Johnson, Shurun Tan, Leung Tsang, Mark J. Andrews, Marco Brogioni, Giovanni Macelloni, Michael Durand, Chi-Chih Chen, Domenic Belgiovane, Yuna Duan, Caglar Yardim, Hongkun Li, Alexandra Bringer, Vladimir Ye. Leuski, Mustafa Aksoy
2018 C conf
IGARSS
Joel T. Johnson, Kenneth C. Jezek, Mark J. Andrews, Hongkun Li, Alexandra Bringer, Caglar Yardim, Domenic Belgiovane, Julie Z. Miller, Michael Durand, Yuna Duan, Giovanni Macelloni, Marco Brogioni, Lars Kaleschke, Shurun Tan, Leung Tsang
2017 C conf
IGARSS
Mark J. Andrews, Hongkun Li, Joel T. Johnson, Kenneth C. Jezek, Alexandra Bringer, Caglar Yardim, Chi-Chih Chen, Domenic Belgiovane, Vladimir Ye. Leuski, Michael Durand, Yuna Duan, Giovanni Macelloni, Marco Brogioni, Shurun Tan, Leung Tsang
2016 C conf
IGARSS
Yuna Duan, Michael Durand, Kenneth C. Jezek, Caglar Yardim, Alexandra Bringer, Mustafa Aksoy, Joel T. Johnson
2016 C conf
IGARSS
Joel T. Johnson, Kenneth C. Jezek, Mustafa Aksoy, Alexandra Bringer, Caglar Yardim, Mark J. Andrews, Chi-Chih Chen, Domenic Belgiovane, Vladimir Ye. Leuski, Michael Durand, Yuna Duan, Giovanni Macelloni, Marco Brogioni, Shurun Tan, Tian-Lin Wang, Leung Tsang
2015 C conf
IGARSS
Nazzareno Pierdicca, Marco Brogioni, Leila Guerriero, Simonetta Paloscia, Nicolas Floury, Joel T. Johnson, Jeffrey D. Ouellette, Caglar Yardim
2015 C conf
IGARSS
Caglar Yardim, Joel T. Johnson, Robert J. Burkholder, Fernando L. Teixeira, Jeffrey Ouellette, Kun-Shan Chen, Marco Brogioni, Nazzareno Pierdicca
redb/extractors/js_extractors/js_patterns.py
← Index redb/extractors/js_extractors/js_patterns.py python
"""Canonical, compiled JavaScript regex patterns shared across JS extractors.

All suspicious-API patterns and the few feature-only patterns live here so each
expression is compiled exactly once per Python process and so any pattern that
was previously duplicated across `js_features.py` and `js_suspicious_apis.py`
now resolves to a single shared compiled object.

JavaScript is case-sensitive at runtime, but every suspicious-API pattern matches
either a literal-case identifier (`\\beval\\s*\\(`, `String\\.fromCharCode`, etc.)
or a string-quoted token (`"powershell"`). Compiling them with `re.IGNORECASE`
matches the historical behaviour of `JSSuspiciousAPIsExtractor` and is safe for
the patterns that historically came from `JSFeaturesExtractor` — those literals
are spelled in real-world JS exactly as written.

`scan_source()` is the entry point used by extractors: it walks the source once
per pattern using the pre-compiled regexes and returns a flat
`{name: {"count": N, "lines": [unique_line_numbers_sorted]}}` dict. Both
`JSFeaturesExtractor` and `JSSuspiciousAPIsExtractor` consume the same dict so
the per-pattern × per-line loops they used to run independently collapse to a
single shared scan.
"""

import bisect
import re
from typing import Dict, Iterable, List, Mapping

_FLAGS = re.IGNORECASE

# Canonical compiled patterns, keyed by their human-readable name. The name is
# also the value emitted into `redb_js_suspicious_apis.api_name`.
PATTERNS = {
    # ---- code execution ----
    "eval": re.compile(r"\beval\s*\(", _FLAGS),
    "Function constructor": re.compile(r"\bnew\s+Function\s*\(", _FLAGS),
    "execScript": re.compile(r"\bexecScript\s*\(", _FLAGS),
    "document.write": re.compile(r"\bdocument\.write(?:ln)?\s*\(", _FLAGS),
    "innerHTML assignment": re.compile(r"\.innerHTML\s*=", _FLAGS),
    "outerHTML assignment": re.compile(r"\.outerHTML\s*=", _FLAGS),
    "insertAdjacentHTML": re.compile(r"\.insertAdjacentHTML\s*\(", _FLAGS),
    # ---- network ----
    "XMLHttpRequest": re.compile(r"\bnew\s+XMLHttpRequest\b", _FLAGS),
    "fetch": re.compile(r"\bfetch\s*\(", _FLAGS),
    "WebSocket": re.compile(r"\bnew\s+WebSocket\s*\(", _FLAGS),
    "navigator.sendBeacon": re.compile(r"\bnavigator\.sendBeacon\s*\(", _FLAGS),
    "ActiveXObject XMLHTTP": re.compile(
        r"ActiveXObject\s*\(\s*[\"\'](?:MSXML2\.XMLHTTP|Microsoft\.XMLHTTP)", _FLAGS
    ),
    "require network module": re.compile(
        r"require\s*\(\s*[\"\'](?:http|https|net|dgram)[\"\']", _FLAGS
    ),
    "axios": re.compile(r"\baxios\b", _FLAGS),
    # ---- filesystem ----
    "require fs": re.compile(r"require\s*\(\s*[\"\']fs[\"\']", _FLAGS),
    "require path": re.compile(r"require\s*\(\s*[\"\']path[\"\']", _FLAGS),
    "FileSystemObject": re.compile(r"Scripting\.FileSystemObject", _FLAGS),
    "ADODB.Stream": re.compile(r"ADODB\.Stream", _FLAGS),
    "Shell.Application": re.compile(r"Shell\.Application", _FLAGS),
    "WScript.CreateObject": re.compile(r"WScript\.CreateObject", _FLAGS),
    # ---- process ----
    "require child_process": re.compile(r"require\s*\(\s*[\"\']child_process[\"\']", _FLAGS),
    "child_process exec": re.compile(r"child_process\.(?:exec|spawn|execFile|fork)\s*\(", _FLAGS),
    "WScript.Shell": re.compile(r"WScript\.Shell", _FLAGS),
    "WScript.Shell.Run": re.compile(r"\.Run\s*\(", _FLAGS),
    "WScript.Shell.Exec": re.compile(r"\.Exec\s*\(", _FLAGS),
    "ShellExecute": re.compile(r"\bShellExecute\b", _FLAGS),
    "PowerShell reference": re.compile(r"[\"\']powershell[\"\']", _FLAGS),
    "cmd.exe reference": re.compile(r"[\"\']cmd\.exe[\"\']", _FLAGS),
    "require os": re.compile(r"require\s*\(\s*[\"\']os[\"\']", _FLAGS),
    # ---- registry ----
    "RegRead": re.compile(r"\.RegRead\s*\(", _FLAGS),
    "RegWrite": re.compile(r"\.RegWrite\s*\(", _FLAGS),
    "RegDelete": re.compile(r"\.RegDelete\s*\(", _FLAGS),
    "StdRegProv": re.compile(r"StdRegProv", _FLAGS),
    # ---- crypto / encoding ----
    "atob": re.compile(r"\batob\s*\(", _FLAGS),
    "btoa": re.compile(r"\bbtoa\s*\(", _FLAGS),
    "String.fromCharCode": re.compile(r"String\.fromCharCode\s*\(", _FLAGS),
    "unescape": re.compile(r"\bunescape\s*\(", _FLAGS),
    "decodeURIComponent": re.compile(r"\bdecodeURIComponent\s*\(", _FLAGS),
    "Buffer.from": re.compile(r"Buffer\.from\s*\(", _FLAGS),
    "crypto module": re.compile(r"crypto\.create(?:Cipher|Decipher|Hash|Hmac)", _FLAGS),
    # ---- DOM manipulation ----
    "document.forms": re.compile(r"document\.forms", _FLAGS),
    "document.cookie": re.compile(r"document\.cookie", _FLAGS),
    "querySelector sensitive input": re.compile(
        r"document\.querySelector\s*\([^)]*(?:password|credit|card|cvv|ssn)", _FLAGS
    ),
    "submit event listener": re.compile(r"addEventListener\s*\(\s*[\"\']submit", _FLAGS),
    "createElement script/iframe": re.compile(
        r"\.createElement\s*\(\s*[\"\'](?:script|iframe)", _FLAGS
    ),
    "dynamic script src": re.compile(r"\.src\s*=\s*[\"\'](?:https?://|//)", _FLAGS),
}

# Pattern name -> category (one of code_execution / network / filesystem /
# process / registry / crypto_encoding / dom_manipulation).
CATEGORIES = {
    "eval": "code_execution",
    "Function constructor": "code_execution",
    "execScript": "code_execution",
    "document.write": "code_execution",
    "innerHTML assignment": "code_execution",
    "outerHTML assignment": "code_execution",
    "insertAdjacentHTML": "code_execution",
    "XMLHttpRequest": "network",
    "fetch": "network",
    "WebSocket": "network",
    "navigator.sendBeacon": "network",
    "ActiveXObject XMLHTTP": "network",
    "require network module": "network",
    "axios": "network",
    "require fs": "filesystem",
    "require path": "filesystem",
    "FileSystemObject": "filesystem",
    "ADODB.Stream": "filesystem",
    "Shell.Application": "filesystem",
    "WScript.CreateObject": "filesystem",
    "require child_process": "process",
    "child_process exec": "process",
    "WScript.Shell": "process",
    "WScript.Shell.Run": "process",
    "WScript.Shell.Exec": "process",
    "ShellExecute": "process",
    "PowerShell reference": "process",
    "cmd.exe reference": "process",
    "require os": "process",
    "RegRead": "registry",
    "RegWrite": "registry",
    "RegDelete": "registry",
    "StdRegProv": "registry",
    "atob": "crypto_encoding",
    "btoa": "crypto_encoding",
    "String.fromCharCode": "crypto_encoding",
    "unescape": "crypto_encoding",
    "decodeURIComponent": "crypto_encoding",
    "Buffer.from": "crypto_encoding",
    "crypto module": "crypto_encoding",
    "document.forms": "dom_manipulation",
    "document.cookie": "dom_manipulation",
    "querySelector sensitive input": "dom_manipulation",
    "submit event listener": "dom_manipulation",
    "createElement script/iframe": "dom_manipulation",
    "dynamic script src": "dom_manipulation",
}

# Patterns consumed only by JSFeaturesExtractor (no category, never surfaced as
# a suspicious-API row). Kept here so every JS regex is compiled in one place.
FEATURE_PATTERNS = {
    "hex_escape": re.compile(r"\\x[0-9a-fA-F]{2}"),
    "unicode_escape": re.compile(r"\\u[0-9a-fA-F]{4}"),
    "base64_string": re.compile(r"[A-Za-z0-9+/]{40,}={0,2}"),
    # decodeURI matches BOTH decodeURI and decodeURIComponent. The latter is also
    # a suspicious-API pattern in PATTERNS; this broader form is what the
    # `decodeuri_count` feature column has historically counted.
    "decodeURI": re.compile(r"\b(?:decodeURI|decodeURIComponent)\s*\(", _FLAGS),
    "settimeout_setinterval": re.compile(r"\b(?:setTimeout|setInterval)\s*\(", _FLAGS),
    "function_decl": re.compile(r"\bfunction\s+\w+\s*\(|\bfunction\s*\("),
    "var_decl": re.compile(r"\b(?:var|let|const)\s+"),
    "string_concat": re.compile(r"[\"\'][\s]*\+[\s]*[\"\']"),
    "comment": re.compile(r"//.*?$|/\*[\s\S]*?\*/", re.MULTILINE),
    "long_string": re.compile(r"[\"\']([^\"\']{256,})[\"\']"),
    "array_function_call": re.compile(r"\[(?:0x[0-9a-f]+|[\d]+)\]\s*\(", _FLAGS),
}

# Patterns consumed only by JSStringsExtractor for encoded-string discovery.
# Scoped to *hidden* strings only — patterns whose decoded form is not visible
# to a substring search over the raw text. Plain long literals are not
# extracted here because they're already preserved in code_text_content and
# scraped by the IOC pipeline over text_raw / text_normalized.
#
# Distinct from FEATURE_PATTERNS even where the names rhyme:
#   FEATURE_PATTERNS["hex_escape"] / ["unicode_escape"]   -> single escape
#   STRING_PATTERNS["hex_escape_seq"] / ["unicode_escape_seq"] -> 4+ / 3+ in a row
#   FEATURE_PATTERNS["base64_string"]                     -> bare base64 token
#   STRING_PATTERNS["base64_quoted"]                      -> base64 inside JS quotes
# These do not share match objects with the suspicious-API or feature scans, so
# they are not folded into JSContext.scan; the strings extractor walks them
# itself (one finditer per pattern, with shared line-offset bisect in #4b).
STRING_PATTERNS = {
    "hex_escape_seq": re.compile(r"(?:\\x[0-9a-fA-F]{2}){4,}"),
    "unicode_escape_seq": re.compile(r"(?:\\u[0-9a-fA-F]{4}){3,}"),
    "charcode_call": re.compile(r"String\.fromCharCode\s*\(\s*([\d,\s]+)\s*\)"),
    "base64_quoted": re.compile(r"[\"\']([A-Za-z0-9+/]{40,}={0,2})[\"\']"),
    "concat_chain": re.compile(r"(?:[\"\'][^\"\']+[\"\']\s*\+\s*){3,}[\"\'][^\"\']+[\"\']"),
}


def line_offsets(source: str) -> List[int]:
    """Sorted list of byte offsets for every newline in `source`, plus a final
    sentinel of len(source). Used to translate match offsets into 1-indexed
    line numbers via bisect.
    """
    offsets = [-1]  # so that bisect_right of offset 0 returns line 1
    push = offsets.append
    idx = source.find("\n")
    while idx != -1:
        push(idx)
        idx = source.find("\n", idx + 1)
    return offsets


def _scan_one(
    pattern: "re.Pattern[str]", source: str, offsets: List[int]
) -> Dict[str, object]:
    """Run a single compiled pattern over `source` and return count + unique lines."""
    count = 0
    seen_lines: "set[int]" = set()
    for m in pattern.finditer(source):
        count += 1
        seen_lines.add(bisect.bisect_right(offsets, m.start()))
    if not count:
        return None  # type: ignore[return-value]
    return {"count": count, "lines": sorted(seen_lines)}


def scan_source(
    source: str,
    patterns: Iterable[Mapping[str, "re.Pattern[str]"]] = (PATTERNS, FEATURE_PATTERNS),
) -> Dict[str, Dict[str, object]]:
    """Scan `source` against every compiled pattern in `patterns`.

    Returns a dict keyed by pattern name. Each entry has:
        "count": total number of matches in the source
        "lines": sorted list of unique 1-indexed line numbers where the pattern
                 matched (deduplicated — multiple matches on the same line
                 collapse to one entry, preserving the historical
                 line-set semantics of JSSuspiciousAPIsExtractor)
    Patterns with zero matches are absent from the dict; callers should default
    to {"count": 0, "lines": []}.
    """
    if not source:
        return {}
    offsets = line_offsets(source)
    results: Dict[str, Dict[str, object]] = {}
    for table in patterns:
        for name, pat in table.items():
            entry = _scan_one(pat, source, offsets)
            if entry is not None:
                results[name] = entry
    return results