Vincent Wade

133 papers A* 3A 10B 20C 5Misc 3Journal 26Unranked 65
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Qian Xiao, Conn Breathnach, Ioana Ghergulescu, Conor O'Sullivan, Keith Johnston, Vincent Wade
2023 J jnl
CoRR
Mayank Soni, Vincent Wade
2023 J jnl
Interact. Learn. Environ.
Eamon Costello, Keith Johnston, Vincent Wade
2023 A conf
AIED
Qian Xiao, Breanne Pitt, Keith Johnston, Vincent Wade
2022 J jnl
Hum. Comput. Interact.
Anna Bleakley, Daniel Rough, Justin Edwards, Philip R. Doyle, Odile Dumbleton, Leigh Clark, Sean Rintel, Vincent Wade, Benjamin R. Cowan
2021 J jnl
CoRR
Mayank Soni, Brendan Spillane, Emer Gilmartin, Christian Saam, Benjamin R. Cowan, Vincent Wade
2021 J jnl
CoRR
Anna Bleakley, Daniel Rough, Justin Edwards, Philip R. Doyle, Odile Dumbleton, Leigh Clark, Sean Rintel, Vincent Wade, Benjamin R. Cowan
2021 J jnl
CoRR
Mayank Soni, Benjamin R. Cowan, Vincent Wade
2021 conf
IWSDS
Mayank Soni, Benjamin R. Cowan, Vincent Wade
2020 B conf
EC-TEL
Bilal Yousuf, Owen Conlan, Vincent Wade
2020 conf
CIU
Anna Bleakley, Vincent Wade, Benjamin R. Cowan
2020 J jnl
CoRR
Anna Bleakley, Vincent Wade, Benjamin R. Cowan
2020 A* conf
CHI
Brendan Spillane, Isla Hoe, Mike Brady, Vincent Wade, Séamus Lawless
2020 conf
HCI (1)
Brendan Spillane, Séamus Lawless, Vincent Wade
2020 J jnl
CoRR
Haider Khalid, Vincent Wade
2019 B conf
ICWE
Rebekah Storan Clarke, Vincent Wade
2019 conf
CUI
Brendan Spillane, Emer Gilmartin, Christian Saam, Vincent Wade
2019 J jnl
CoRR
Leigh Clark, Nadia Pantidi, Orla Cooney, Philip R. Doyle, Diego Garaialde, Justin Edwards, Brendan Spillane, Christine Murad, Cosmin Munteanu, Vincent Wade, Benjamin R. Cowan
2019 A* conf
CHI
Leigh Clark, Nadia Pantidi, Orla Cooney, Philip R. Doyle, Diego Garaialde, Justin Edwards, Brendan Spillane, Emer Gilmartin, Christine Murad, Cosmin Munteanu, Vincent Wade, Benjamin R. Cowan
2018 conf
ICAHGCA@AAMAS
Brendan Spillane, Emer Gilmartin, Christian Saam, Benjamin R. Cowan, Vincent Wade
2018 conf
SIGDIAL Conference
Emer Gilmartin, Christian Saam, Carl Vogel, Nick Campbell, Vincent Wade
2018 conf
IWSDS
Emer Gilmartin, Brendan Spillane, Christian Saam, Carl Vogel, Nick Campbell, Vincent Wade
2018 B conf
LREC
Emer Gilmartin, Christian Saam, Brendan Spillane, Maria O'Reilly, Ketong Su, Arturo Calvo, Loredana Cerrato, Killian Levacher, Nick Campbell, Vincent Wade
2017 conf
IRCDL
Maristella Agosti, Séamus Lawless, Stefano Marchesin, Vincent Wade
2017 conf
ISIAA@ICMI
Emer Gilmartin, Brendan Spillane, Maria O'Reilly, Ketong Su, Christian Saam, Benjamin R. Cowan, Nick Campbell, Vincent Wade
2017 conf
ISIAA@ICMI
Brendan Spillane, Emer Gilmartin, Christian Saam, Ketong Su, Benjamin R. Cowan, Séamus Lawless, Vincent Wade
2017 A conf
UMAP
Brendan Spillane, Séamus Lawless, Vincent Wade
2017 B conf
WI
Brendan Spillane, Séamus Lawless, Vincent Wade
2016 J jnl
J. Web Semant.
Melike Sah, Vincent Wade
2015 conf
LDL@IJCNLP
Aonghus McGovern, Alexander O'Connor, Vincent Wade
2014 J jnl
Comput. Sci. Inf. Syst.
Athanasios Staikopoulos, Ian O'Keeffe, Rachael Rafter, Eddie Walsh, Bilal Yousuf, Owen Conlan, Vincent Wade
2014 conf
HT
Kevin Koidl, Owen Conlan, Vincent Wade
2014 J jnl
Open J. Semantic Web
Jinwu Li, Vincent Wade, Melike Sah
2014 conf
UMAP Workshops
M. Rami Ghorab, Séamus Lawless, Alexander O'Connor, Vincent Wade
2014 conf
UMAP Workshops
Melike Sah, Vincent Wade
2014 J jnl
Comput. Sci. Inf. Syst.
Killian Levacher, Séamus Lawless, Vincent Wade
2014 conf
HT
Conor Gaffney, Owen Conlan, Vincent Wade
2014 A conf
UMAP
Ben Steichen, M. Rami Ghorab, Alexander O'Connor, Séamus Lawless, Vincent Wade
2013 A conf
UMAP
M. Rami Ghorab, Séamus Lawless, Alexander O'Connor, Dong Zhou, Vincent Wade
2013 J jnl
User Model. User Adapt. Interact.
M. Rami Ghorab, Dong Zhou, Alexander O'Connor, Vincent Wade
2013 B conf
ESWC
Melike Sah, Vincent Wade
2013 Misc conf
IRI
Eddie Walsh, Alexander O'Connor, Vincent Wade
2013 conf
Web Intelligence
Kevin Koidl, Owen Conlan, Vincent Wade
2012 B conf
ESWC
Melike Sah, Vincent Wade
2012 conf
I-SEMANTICS (Posters & Demos)
Melike Sah, Vincent Wade
2012 J jnl
Inf. Process. Manag.
Ben Steichen, Helen Ashman, Vincent Wade
2012 conf
ICWL
Athanasios Staikopoulos, Ian O'Keeffe, Rachael Rafter, Eddie Walsh, Bilal Yousuf, Owen Conlan, Vincent Wade
2012 A conf
CIKM
Killian Levacher, Séamus Lawless, Vincent Wade
2012 J jnl
J. Web Semant.
Melike Sah, Vincent Wade
2012 conf
MTSR
Cormac Hampson, Séamus Lawless, Eoin Bailey, Sivan Yogev, Naama Zwerdling, David Carmel, Owen Conlan, Alexander O'Connor, Vincent Wade
2012 conf
HT
Eddie Walsh, Alexander O'Connor, Vincent Wade
2012 J jnl
Inf. Retr.
Dong Zhou, Séamus Lawless, Vincent Wade
2012 conf
HT
Ian O'Keeffe, Alexander O'Connor, Philip Cass, Séamus Lawless, Vincent Wade
2012 conf
UMAP Workshops
M. Rami Ghorab, Dong Zhou, Séamus Lawless, Vincent Wade
2012 conf
I-KNOW
Ian O'Keeffe, Athanasios Staikopoulos, Rachael Rafter, Eddie Walsh, Bilal Yousuf, Owen Conlan, Vincent Wade
2012 B conf
ICALT
Ian O'Keeffe, Vincent Wade
2012 B conf
EC-TEL
Killian Levacher, Séamus Lawless, Vincent Wade
2012 conf
ICWL
Killian Levacher, Séamus Lawless, Vincent Wade
2012 conf
HT
Killian Levacher, Séamus Lawless, Vincent Wade
2012 conf
EuroMed
Cormac Hampson, Maristella Agosti, Nicola Orio, Eoin Bailey, Séamus Lawless, Owen Conlan, Vincent Wade
2012 J jnl
ACM Comput. Surv.
Dong Zhou, Mark Truran, Tim J. Brailsford, Vincent Wade, Helen Ashman
2012 B conf
TPDL
Dong Zhou, Séamus Lawless, Vincent Wade
2011 Misc conf
ICCS
Catherine Mulwa, Séamus Lawless, M. Rami Ghorab, Eileen O'Donnell, Mary Sharp, Vincent Wade
2011 conf
Web Intelligence/IAT Workshops
Catherine Mulwa, Séamus Lawless, Mary Sharp, Vincent Wade
2011 conf
PMHR@HT
Killian Levacher, Séamus Lawless, Vincent Wade
2011 conf
HT
Melike Sah, Vincent Wade
2011 conf
PMHR@HT
Vincent Wade
2011 B conf
ICALT
Cormac Hampson, Owen Conlan, Vincent Wade
2011 Misc conf
IRI
Eddie Walsh, Rachael Rafter, Owen Conlan, Vincent Wade
2011 B conf
TPDL
M. Rami Ghorab, Johannes Leveling, Séamus Lawless, Alexander O'Connor, Dong Zhou, Gareth J. F. Jones, Vincent Wade
2011 conf
HT
Ben Steichen, Alexander O'Connor, Vincent Wade
2011 C conf
WEBIST
Eddie Walsh, Alexander O'Connor, Vincent Wade
2011 J jnl
Int. J. Knowl. Web Intell.
Catherine Mulwa, Séamus Lawless, Mary Sharp, Vincent Wade
2011 B conf
ICALT
Adam Moore, Owen Conlan, Declan Dagger, Vincent Wade
2011 B conf
ICWE
Kevin Koidl, Owen Conlan, Vincent Wade
2011 conf
PMHR@HT
M. Rami Ghorab, Dong Zhou, Ben Steichen, Vincent Wade
2010 B conf
NOMS
Aidan Boran, Declan O'Sullivan, Vincent Wade
2010 A conf
CIKM
Dong Zhou, Séamus Lawless, Jinming Min, Vincent Wade
2010 conf
SIGITE Conference
Catherine Mulwa, Séamus Lawless, Mary Sharp, Inmaculada Arnedillo Sánchez, Vincent Wade
2010 J jnl
J. Univers. Comput. Sci.
Conor Gaffney, Declan Dagger, Vincent Wade
2010 A conf
CIKM
Melike Sah, Vincent Wade
2010 conf
CLEF (Notebook Papers/LABs/Workshops)
Johannes Leveling, M. Rami Ghorab, Walid Magdy, Gareth J. F. Jones, Vincent Wade
2010 conf
COLING (Posters)
Dong Zhou, Séamus Lawless, Jinming Min, Vincent Wade
2010 conf
PerCom Workshops
Aidan Boran, Declan O'Sullivan, Vincent Wade
2010 conf
NTCIR
Dong Zhou, Vincent Wade
2009 conf
SMAP
M. Rami Ghorab, Dong Zhou, Alexander O'Connor, Vincent Wade
2009 A conf
UMAP
Vincent Wade
2009 conf
CLEF (1)
Johannes Leveling, Dong Zhou, Gareth J. F. Jones, Vincent Wade
2009 conf
Hypertext
Ben Steichen, Séamus Lawless, Alexander O'Connor, Vincent Wade
2009 conf
CLEF (1)
M. Rami Ghorab, Johannes Leveling, Dong Zhou, Gareth J. F. Jones, Vincent Wade
2009 A* conf
EMNLP
Dong Zhou, Vincent Wade
2009 A conf
UMAP
Ian O'Keeffe, Vincent Wade
2009 conf
CLEF (1)
Dong Zhou, Vincent Wade
2009 conf
CLEF (Working Notes)
Dong Zhou, Vincent Wade
2009 A conf
UMAP
Martin Harrigan, Milos Kravcik, Christina Steiner, Vincent Wade
2008 conf
Hypertext
Conor Gaffney, Declan Dagger, Vincent Wade
2008 conf
DIGITEL
Neil Peirce, Owen Conlan, Vincent Wade
2008 conf
Hypertext
Séamus Lawless, Lucy Hederman, Vincent Wade
2008 conf
AH
Conor Gaffney, Declan Dagger, Vincent Wade
2008 B conf
ICALT
Séamus Lawless, Lucy Hederman, Vincent Wade
2008 conf
AH
Aoife Brady, Owen Conlan, Vincent Wade, Declan Dagger
2008 conf
POLICY
John Keeney, Owen Conlan, Declan O'Sullivan, David Lewis, Vincent Wade
2007 conf
POLICY
Kevin Feeney, David Lewis, Vincent Wade
2007 conf
BDIM
Kevin Chekov Feeney, David Lewis, Vincent Wade
2007 B conf
ICALT
Owen Conlan, Ian O'Keeffe, Aoife Brady, Vincent Wade
2007 conf
Integrated Network Management
Kevin Carey, Vincent Wade
2007 conf
Integrated Network Management
Kevin Feeney, David Lewis, Vincent Wade
2007 conf
Integrated Network Management
Marcus O'Connell, Vincent Wade
2007 conf
SCSC
Conor Gaffney, Declan Dagger, Vincent Wade
2007 J jnl
IEEE Internet Comput.
Declan O'Sullivan, Vincent Wade, David Lewis
2006 conf
AH
Ian O'Keeffe, Owen Conlan, Vincent Wade
2006
Vincent Wade
2006 conf
AH
Séamus Lawless, Vincent Wade
2006 conf
AH
Alexander O'Connor, Vincent Wade
2006 J jnl
Int. J. Pervasive Comput. Commun.
Tom Pfeifer, Vincent Wade, Nazim Agoulmine
2006 B conf
NOMS
John Keeney, David Lewis, Declan O'Sullivan, Antoine Roelens, Vincent Wade, Aidan Boran, Ray Richardson
2006 J jnl
Int. J. Pervasive Comput. Commun.
Tony O'Donnell, David Lewis, Vincent Wade
2005 C conf
WOWMOM
Tony O'Donnell, David Lewis, Vincent Wade
2005 J jnl
J. Educ. Technol. Soc.
Declan Dagger, Vincent Wade, Owen Conlan
2005 conf
POLICY
Kevin Feeney, Karl Quinn, David Lewis, Declan O'Sullivan, Vincent Wade
2004 conf
ICAC
David Lewis, Tony O'Donnell, Kevin Feeney, Aoife Brady, Vincent Wade
2004 conf
NOMS (1)
David Lewis, Owen Conlan, Declan O'Sullivan, Vincent Wade
2004 conf
NOMS (1)
Jong Tae Park, Shigeki Yamada, Marcus Brunner, Vincent Wade
2003 B conf
XP
Richard Pawson, Vincent Wade
2003 conf
ISICT
Steffen Higel, Tony O'Donnell, Vincent Wade
2003 C conf
DAIS
Steffen Higel, Tony O'Donnell, David Lewis, Vincent Wade
2003 J jnl
J. Netw. Syst. Manag.
David Lewis, Vincent Wade, Brian Cullen
2002 B conf
NOMS
Cliff Redmond, Vincent Wade
1999 conf
Integrated Network Management
David Lewis, Vincent Wade, Ralf Bracht
1997 C conf
APSEC
Jesus Bisbal, Deirdre Lawless, Bing Wu, Jane Grimson, Vincent Wade, Ray Richardson, Donie O'Sullivan
1997 C conf
APSEC
Bing Wu, Deirdre Lawless, Jesus Bisbal, Jane Grimson, Vincent Wade, Donie O'Sullivan, Ray Richardson
1997 B conf
ICECCS
Bing Wu, Deirdre Lawless, Jesus Bisbal, Ray Richardson, Jane Grimson, Vincent Wade, Donie O'Sullivan
1993 conf
Advanced Information Processing Techniques for LAN and MAN Management
Vincent Wade, William Donnelly, K. Riley, S. Roberts, D. Harkness, A. Carr, R. Shomaly, Joaquim Celestino Jr.
redb/extractors/js_extractors/js_context.py
← Index redb/extractors/js_extractors/js_context.py python
"""Per-sample shared state for the JavaScript extractor pipeline.

A `JSContext` is built exactly once per JS sample (in `workers.py`) and threaded
into every extractor that runs against that sample. It owns the disk read, the
decoded source text, the line-split cache, the Shannon text-entropy figure, the
shared `scan_source()` results, and the pyjsparser AST. Each of those is
computed lazily through `cached_property` so an extractor that doesn't need a
particular artefact does not pay for it.

Without this object, every JS extractor instance redoes the same disk read,
decode, scan, and (for any consumer) AST parse. With it, every extractor
shares one set of results.

`JSExtractor.__init__` accepts the context via a `context=` kwarg; if absent
(e.g. unit tests instantiating an extractor directly with `source=...`) it
builds a fresh context from the constructor arguments. Either path produces a
fully-populated context, so extractor code can always rely on
`self._context.scan` / `self._context.ast` / etc.
"""

from __future__ import annotations

import math
from collections import Counter
from dataclasses import dataclass
from functools import cached_property
from typing import Any, Dict, List, Optional

import chardet

from redb.extractors.js_extractors.js_patterns import scan_source


def decode_source(raw_bytes: bytes) -> str:
    """Decode raw JS bytes to text, honouring BOMs and falling back to chardet.

    Mirrors the historical `JSExtractor._decode_source` logic so existing tests
    continue to round-trip identically.
    """
    if not raw_bytes:
        return ""

    if raw_bytes[:3] == b"\xef\xbb\xbf":
        return raw_bytes[3:].decode("utf-8", errors="replace")
    if raw_bytes[:2] in (b"\xff\xfe", b"\xfe\xff"):
        return raw_bytes.decode("utf-16", errors="replace")

    try:
        return raw_bytes.decode("utf-8")
    except UnicodeDecodeError:
        pass

    try:
        detected = chardet.detect(raw_bytes)
        if detected and detected.get("encoding"):
            return raw_bytes.decode(detected["encoding"], errors="replace")
    except Exception:
        pass

    return raw_bytes.decode("latin-1", errors="replace")


def _text_entropy(text: str) -> float:
    """Shannon entropy of the character distribution of `text`, rounded to 4dp."""
    if not text:
        return 0.0
    counter = Counter(text)
    length = len(text)
    entropy = 0.0
    for count in counter.values():
        p = count / length
        if p > 0:
            entropy -= p * math.log2(p)
    return round(entropy, 4)


@dataclass
class JSContext:
    """Shared raw materials for one JS sample, consumed by every JS extractor.

    Cheap attributes (raw_bytes, source) are populated eagerly by the factory.
    Expensive ones (scan, ast) are cached_property — computed on first access
    and reused across every extractor that holds the same context.

    `content_type` is the magika label (e.g. `"javascript"`) carried alongside
    the source so the new code_text_content writer (and any future generic
    text-content writer) can record it without re-running magika. Defaults to
    `"javascript"` because by construction this context type is JS-specific;
    workers.py supplies the actual magika value when it builds the context.
    """

    filepath: str
    raw_bytes: bytes
    source: str
    log: Any = None
    content_type: str = "javascript"
    # Populated by JSStringsExtractor.extract() (the decoded/reconstructed
    # strings — hex/unicode/charcode/base64/concat unpacked into plaintext).
    # Read post-loop by the IOC plumbing in workers.py so any IOCs hidden
    # behind those encodings get scraped from the decoded form. Stays None
    # if JSStringsExtractor didn't run for this sample.
    decoded_strings: Optional[list] = None

    @cached_property
    def lines(self) -> List[str]:
        return self.source.splitlines() if self.source else []

    @cached_property
    def text_entropy(self) -> float:
        return _text_entropy(self.source)

    @cached_property
    def scan(self) -> Dict[str, Dict[str, object]]:
        """Result of running scan_source() exactly once over self.source."""
        return scan_source(self.source) if self.source else {}

    @cached_property
    def ast(self) -> Optional[Any]:
        """Lazy pyjsparser AST. Returns None if the parser is missing or fails.

        Extractors should treat None AST as "fall back to regex" — every
        AST-consuming extractor already handles that path.
        """
        if not self.source:
            return None
        try:
            import pyjsparser
            return pyjsparser.parse(self.source)
        except ImportError:
            if self.log is not None:
                self.log.debug("pyjsparser not installed, AST analysis skipped")
        except Exception as e:
            if self.log is not None:
                self.log.warning(f"AST parsing failed for {self.filepath}: {e}")
        return None

    @cached_property
    def deobfuscated(self) -> "tuple[Optional[str], Optional[str]]":
        """Run the configured JS deobfuscator (with jsbeautifier fallback) once
        per sample and cache the result. Returns `(text, normalizer_used)` or
        `(None, None)` if neither path produced output.

        Computed lazily on first access — samples whose pipeline never reads
        this don't pay the subprocess cost.
        """
        from redb.extractors.js_extractors.js_deobfuscator import deobfuscate
        return deobfuscate(self.source, self.log)

    @cached_property
    def scan_deobfuscated(self) -> Dict[str, Dict[str, object]]:
        """Result of running scan_source() exactly once over the deobfuscated
        text, keyed by PATTERNS only (FEATURE_PATTERNS are not consulted by
        the dual-pass consumers). Empty dict when there is no deobfuscated
        text or it equals the raw source.

        Two extractors consume the post-deobf API surface:
        `JSSuspiciousAPIsExtractor` (for revealed_by_deobf rows) and
        `JSDeobfuscationExtractor` (for the new_apis_found diff). Caching here
        means we scan the deobfuscated text once instead of twice per sample.
        """
        from redb.extractors.js_extractors.js_patterns import PATTERNS
        deobf_text, _ = self.deobfuscated
        if not deobf_text or deobf_text == self.source:
            return {}
        return scan_source(deobf_text, patterns=(PATTERNS,))

    @cached_property
    def xray(self):
        """Run @nodesecure/js-x-ray once per sample and cache the result.

        Returns an `XRayResult` (always — the function collapses every failure
        path to an empty result so callers don't have to special-case missing
        Node, missing package, timeouts, or parse errors). The
        `JSFeaturesExtractor` reads it for the obfuscator family name and for
        corroborating warning kinds; the heuristic falls back cleanly when
        `xray.obfuscator is None`.
        """
        from redb.extractors.js_extractors.js_xray import run
        return run(self.source, self.log)

    @classmethod
    def from_path(
        cls,
        filepath: str,
        log: Any = None,
        source: Optional[str] = None,
        raw_bytes: Optional[bytes] = None,
        content_type: str = "javascript",
    ) -> "JSContext":
        """Build a context from disk. `raw_bytes` and `source` are optional
        overrides — useful when the caller has already read or decoded the file.
        `content_type` is the magika label workers.py dispatched on; it lands
        on the context for the code_text_content writer to record.
        """
        if raw_bytes is None:
            with open(filepath, "rb") as f:
                raw_bytes = f.read()
        if source is None:
            source = decode_source(raw_bytes)
        return cls(
            filepath=filepath,
            raw_bytes=raw_bytes,
            source=source,
            log=log,
            content_type=content_type,
        )