Caifeng Zou

25 papers A* 1C 2Misc 1Journal 18Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Caifeng Zou, Yaozhong Shi, Zachary E. Ross, Robert W. Clayton, Kamyar Azizzadenesheli
2026 J jnl
CoRR
Yaozhong Shi, Grigorios Lavrentiadis, Konstantinos Tsalouchidis, Zachary E. Ross, David McCallen, Caifeng Zou, Kamyar Azizzadenesheli, Domniki Asimaki
2025 J jnl
CoRR
Caifeng Zou, Zachary E. Ross, Robert W. Clayton, Fan-Chi Lin, Kamyar Azizzadenesheli
2025 A* conf
ICLR
Hongkai Zheng, Wenda Chu, Bingliang Zhang, Zihui Wu, Austin Wang, Berthy Feng, Caifeng Zou, Yu Sun, Nikola Borislavov Kovachki, Zachary E. Ross, Katherine L. Bouman, Yisong Yue
2025 J jnl
CoRR
Hongkai Zheng, Wenda Chu, Bingliang Zhang, Zihui Wu, Austin Wang, Berthy T. Feng, Caifeng Zou, Yu Sun, Nikola B. Kovachki, Zachary E. Ross, Katherine L. Bouman, Yisong Yue
2024 J jnl
IEEE Trans. Intell. Transp. Syst.
Jianqi Liu, Jianguo Zhao, Junfeng Guo, Caifeng Zou, Xiuwen Yin, Xiaochun Cheng, Fazlullah Khan
2023 J jnl
Eng. Appl. Artif. Intell.
Jianqi Liu, Bin Deng, Caifeng Zou, Bi Zeng, Weiwen Zhang, Jianxin Tan
2022 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Jun-Liu Zhong, Yan-Fen Gan, Caifeng Zou
2018 J jnl
IEEE Access
Tiankai Liang, Bi Zeng, Jianqi Liu, Linfeng Ye, Caifeng Zou
2018 J jnl
Future Gener. Comput. Syst.
Caifeng Zou, Huifang Deng, Jiafu Wan, Zhongren Wang, Pan Deng
2018 J jnl
Int. J. Auton. Adapt. Commun. Syst.
Hong Yao, Huifang Deng, Caifeng Zou
2017 J jnl
IEEE Syst. J.
Caifeng Zou, Daqiang Zhang, Jiafu Wan, Mohammad Mehedi Hassan, Jaime Lloret
2017 J jnl
IEEE Access
Caifeng Zou, Huifang Deng
2015 J jnl
Microprocess. Microsystems
Xuejun Yue, Hu Cai, Hehua Yan, Caifeng Zou, Keliang Zhou
2015 J jnl
Int. J. Auton. Adapt. Commun. Syst.
Hehua Yan, Caifeng Zou, Jianqi Liu, Zhonghai Wang
2014 Misc conf
TRIDENTCOM
Caifeng Zou, Jiafu Wan, Hu Cai
2014 J jnl
Electron. Commer. Res.
Jiafu Wan, Caifeng Zou, Keliang Zhou, Rongshuang Lu, Di Li
2014 J jnl
Mob. Networks Appl.
Jiafu Wan, Daqiang Zhang, Yantao Sun, Kai Lin, Caifeng Zou, Hu Cai
2013 conf
EMC/HumanCom
Jianqi Liu, Qinruo Wang, Hehua Yan, Bi Zeng, Caifeng Zou
2013 conf
EMC/HumanCom
Jianqi Liu, Hehua Yan, Caifeng Zou, Hui Suo
2013 J jnl
IEEE Netw.
Jiafu Wan, Caifeng Zou, Sana Ullah, Chin-Feng Lai, Ming Zhou, Xiaofei Wang
2013 conf
MSN
Caifeng Zou, Huifang Deng, Qunye Qiu
2012 C conf
CIT
Hui Suo, Jiafu Wan, Di Li, Caifeng Zou
2012 C conf
CIT
Jiafu Wan, Di Li, Caifeng Zou, Keliang Zhou
2012 J jnl
J. Softw.
Xiquan Yang, Caifeng Zou, Lin Yue, Rui Gao
redb/extractors/js_extractors/scripts/js-xray-runner.js
← Index redb/extractors/js_extractors/scripts/js-xray-runner.js javascript
#!/usr/bin/env node
// Bridge between the Python JS pipeline and @nodesecure/js-x-ray.
//
// Usage: node js-xray-runner.js <path-to-js-file>
//   stdout  one JSON object: {"obfuscator": <name|null>, "warnings": [...]}
//   stderr  human-readable error on failure
//   exit 0  analysis ran (the file may still be benign — see "obfuscator")
//   exit 1  the file could not be read or analysed
//
// Each warning is emitted as {kind, value} so the Python side can tag
// supporting signals (encoded-literal, short-identifiers, suspicious-literal,
// unsafe-stmt) without having to mirror js-x-ray's whole schema.
//
// js-x-ray ≥7 ships as an ES module, which CommonJS `require()` cannot load
// from a `.js` script — the dynamic `import()` below is what makes the
// bridge work without renaming the file to `.mjs` or adding `"type":
// "module"` to package.json (which would break tools that still
// `require()` from this directory).

const fs = require("fs");
const path = require("path");

function fail(msg) {
  process.stderr.write(msg + "\n");
  process.exit(1);
}

async function main() {
  const target = process.argv[2];
  if (!target) fail("usage: js-xray-runner.js <file>");

  let source;
  try {
    source = fs.readFileSync(target, "utf8");
  } catch (e) {
    fail(`read failed: ${e.message}`);
  }

  // The legacy `runASTAnalysis` function is deprecated (removed in v8); the
  // current API is the `AstAnalyser` class. Both produce a result with the
  // same `warnings` shape, so the rest of the bridge is unchanged.
  let AstAnalyser;
  try {
    ({ AstAnalyser } = await import("@nodesecure/js-x-ray"));
  } catch (e) {
    fail(`@nodesecure/js-x-ray not installed (run \`npm install\` in ${path.dirname(__filename)}): ${e.message}`);
  }

  // js-x-ray defaults to module-mode parsing, which rejects scripts that
  // (legally) use reserved words as identifiers, top-level `return`, etc.
  // A lot of real-world JS malware is script-style (WScript/HTA bodies,
  // pasted snippets) — retrying in script mode catches those without
  // pulling in a more lenient parser. Both attempts share the same
  // analyser; only the parse mode flips. If both fail, the original error
  // (module-mode) is reported because that's the more informative one for
  // genuinely broken sources.
  let result;
  const analyser = new AstAnalyser();
  let firstErr;
  try {
    result = await analyser.analyse(source, { module: true });
  } catch (e) {
    firstErr = e;
    try {
      result = await analyser.analyse(source, { module: false });
    } catch (e2) {
      fail(`js-x-ray analysis failed: ${firstErr.message}`);
    }
  }

  const warnings = (result.warnings || []).map((w) => ({
    kind: w.kind,
    value: w.value !== undefined ? w.value : null,
  }));

  // js-x-ray flags the obfuscator family in a warning whose kind is
  // "obfuscated-code" and whose value names the family (jsfuck, obfuscator.io,
  // freejsobfuscator, morse, jjencode, ...). Absent => not detected.
  const obfWarning = warnings.find((w) => w.kind === "obfuscated-code");
  const obfuscator = obfWarning ? obfWarning.value : null;

  // js-x-ray runs its own AST internally with a modern parser, so its
  // identifier-length average is the only path the Python pipeline has to
  // that signal on ES2015+ sources — pyjsparser is ES5.1-only and silently
  // drops to 0 the moment it hits destructuring, classes, optional chaining,
  // etc. Surfacing this lets the heuristic's `avg_identifier_length<2`
  // strong signal fire on real obfuscator.io output. `null` when the value
  // is missing or non-numeric (defensive — older js-x-ray builds may differ).
  const idsLengthAvg =
    typeof result.idsLengthAvg === "number" && !Number.isNaN(result.idsLengthAvg)
      ? result.idsLengthAvg
      : null;

  process.stdout.write(JSON.stringify({ obfuscator, warnings, idsLengthAvg }));
}

main().catch((e) => fail(e.message || String(e)));