Kalyan Moy Gupta

35 papers A* 4C 5Misc 7Journal 10Unranked 9
YearRankTypeTitle / Venue / Authors
2021 Misc conf
FLAIRS
Greg Pennisi, Morgan Fine-Morris, Michael W. Floyd, Bryan Auslander, Hector Muñoz-Avila, Jeff Heflin, Kalyan Moy Gupta
2020 conf
GLOBECOM (Workshops)
Bryan Auslander, Kalyan Moy Gupta, Michael W. Floyd, Sam Blisard, David W. Aha
2020 conf
IntelliSys (1)
Morgan Fine-Morris, Bryan Auslander, Hector Muñoz-Avila, Kalyan Moy Gupta
2019 C conf
ICCBR
J. T. Turner, Michael W. Floyd, Kalyan Moy Gupta, Tim Oates
2018 C conf
ICCBR
J. T. Turner, Michael W. Floyd, Kalyan Moy Gupta, David W. Aha
2017 J jnl
CoRR
J. T. Turner, Kalyan Moy Gupta, David W. Aha
2016 J jnl
CoRR
J. T. Turner, Kalyan Moy Gupta, Brendan Morris, David W. Aha
2016 conf
AIPR
J. T. Turner, Kalyan Moy Gupta, David W. Aha
2016 conf
AIPR
J. T. Turner, Kalyan Moy Gupta, David W. Aha
2015 J jnl
CoRR
J. T. Turner, David W. Aha, Leslie Smith, Kalyan Moy Gupta
2014 C conf
ICCBR
Kellen Gillespie, Kalyan Moy Gupta, Michael Drinkwater
2012 Misc conf
FLAIRS
Bryan Auslander, Kalyan Moy Gupta, David William Aha
2010 Misc conf
FLAIRS
Luke K. McDowell, Kalyan Moy Gupta, David W. Aha
2009 C conf
ICCBR
Kalyan Moy Gupta, David W. Aha, Philip Moore
2009 J jnl
J. Mach. Learn. Res.
Luke K. McDowell, Kalyan Moy Gupta, David W. Aha
2009 J jnl
Int. J. Inf. Technol. Web Eng.
Frederick E. Petry, Roy Ladner, Kalyan Moy Gupta, Philip Moore, David W. Aha
2008 A* conf
AAAI
Kalyan Moy Gupta, Michael Zang, Adam Gray, David W. Aha, Joe Kriege
2008 A* conf
AAAI
Michael Zang, Adam Gray, Joe Kriege, Kalyan Moy Gupta, David W. Aha
2008 J jnl
Soft Comput.
Roy Ladner, Frederick E. Petry, Kalyan Moy Gupta, Elizabeth Warner, Philip Moore, David W. Aha
2007 Misc conf
FLAIRS
Luke K. McDowell, Kalyan Moy Gupta, David W. Aha
2007 A* conf
AAAI
Luke K. McDowell, Kalyan Moy Gupta, David W. Aha
2006 conf
ECCBR
Kalyan Moy Gupta, David W. Aha, Philip Moore
2005 Misc conf
FLAIRS
Kalyan Moy Gupta, David W. Aha
2005 conf
ICCBR Workshops
Kalyan Moy Gupta
2005 conf
PReMI
Kalyan Moy Gupta, Philip G. Moore, David W. Aha, Sankar K. Pal
2004 conf
ECCBR
Kalyan Moy Gupta, David W. Aha, Philip G. Moore
2004 Misc conf
FLAIRS
Kalyan Moy Gupta, David W. Aha
2002 Misc conf
FLAIRS
David W. Aha, Kalyan Moy Gupta
2002 conf
ECCBR
Kalyan Moy Gupta, David W. Aha, Nabil Sandhu
2001 A* conf
IJCAI
David W. Aha, Rosina Weber, Héctor Muñoz-Avila, Len Breslow, Kalyan Moy Gupta
2001 C conf
ICCBR
Kalyan Moy Gupta
1997 J jnl
Decis. Support Syst.
Kalyan Moy Gupta, Ali R. Montazemi
1997 J jnl
Ann. Oper. Res.
Ali Reza Montazemi, Kalyan Moy Gupta
1997 J jnl
IEEE Trans. Syst. Man Cybern. Part A
Kalyan Moy Gupta, Ali R. Montazemi
1996 J jnl
J. Manag. Inf. Syst.
Ali R. Montazemi, David A. Cameron, Kalyan Moy Gupta
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)));