Nathaniel Swinger

11 papers A* 2C 1Journal 7Unranked 1
YearRankTypeTitle / Venue / Authors
2026 A* conf
CHI
Cynthia M. Baseman, Myeonghan Ryu, Nathaniel Swinger, Kefan Xu, Andrew M. Sherrill, Rosa I. Arriaga
2026 J jnl
CoRR
Cynthia M. Baseman, Myeonghan Ryu, Nathaniel Swinger, Kefan Xu, Andrew M. Sherrill, Rosa I. Arriaga
2025 J jnl
Proc. ACM Hum. Comput. Interact.
Cynthia M. Baseman, Masum Hasan, Nathaniel Swinger, Sheila A. M. Rauch, Ehsan Hoque, Rosa I. Arriaga
2025 J jnl
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.
Cynthia M. Baseman, Seka M. Dembure, Nathaniel Swinger, Muni T. Bondu, Betsy DiSalvo, Rosa I. Arriaga
2025 conf
CHI Extended Abstracts
Nathaniel Swinger, Lauren Moran, Saeed Abdullah, Christopher W. Wiese, Uichin Lee, Yuan-Chi Tseng, Andrew M. Sherrill, Rosa I. Arriaga
2025 J jnl
Proc. ACM Hum. Comput. Interact.
Nathaniel Swinger, Cynthia M. Baseman, Myeonghan Ryu, Saeed Abdullah, Christopher W. Wiese, Andrew M. Sherrill, Rosa I. Arriaga
2025 J jnl
Proc. ACM Hum. Comput. Interact.
Kefan Xu, Cynthia M. Baseman, Nathaniel Swinger, Myeonghan Ryu, Rosa I. Arriaga
2019 A* conf
ICML
Limor Gultchin, Genevieve Patterson, Nancy Baym, Nathaniel Swinger, Adam Kalai
2019 J jnl
CoRR
Limor Gultchin, Genevieve Patterson, Nancy Baym, Nathaniel Swinger, Adam Tauman Kalai
2019 C conf
AIES
Nathaniel Swinger, Maria De-Arteaga, Neil Thomas Heffernan IV, Mark D. M. Leiserson, Adam Tauman Kalai
2018 J jnl
CoRR
Nathaniel Swinger, Maria De-Arteaga, Neil Thomas Heffernan IV, Mark D. M. Leiserson, Adam Tauman Kalai
redb/extractors/js_extractors/js_content.py
← Index redb/extractors/js_extractors/js_content.py python
"""Persists raw + normalised text into the generic `code_text_content` table.

Reads the raw source and the deobfuscation result directly from the shared
JSContext so no extra compute happens here — both values are computed once
per sample (the source at JSContext construction, the deobfuscation lazily
on first access) and reused by any extractor that needs them.

`text_normalized` is left NULL when the deobfuscation pass produced no
output, so analysts can distinguish "we tried and got nothing" from
"normalisation succeeded".
"""

import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor


class JSContentExtractor(JSExtractor):

    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.content_row = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

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

        deobfuscated, normalizer_used = self._context.deobfuscated

        self.content_row = {
            "content_type": self._context.content_type,
            "text_raw": src,
            "text_normalized": deobfuscated,  # may be None
            "normalizer_used": normalizer_used,  # may be None
        }
        return self.content_row

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

        r = self.content_row
        data = [[
            self.sha256,
            r["content_type"],
            r["text_raw"],
            r["text_normalized"],
            r["normalizer_used"],
            datetime.now(timezone.utc),
        ]]

        column_names = [
            "sha256",
            "content_type",
            "text_raw",
            "text_normalized",
            "normalizer_used",
            "analysis_date",
        ]

        column_type_names = [
            "FixedString(64)",
            "LowCardinality(String)",
            "String",
            "Nullable(String)",
            "Nullable(String)",
            "DateTime64(3, 'UTC')",
        ]

        return (data, column_names, column_type_names)

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