Nathan Scales

16 papers A* 5Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Nathan Scales, Nathanael Schärli, Olivier Bousquet
2023 conf
ACL (Findings)
Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V. Le, Ed H. Chi, Denny Zhou, Jason Wei
2023 A* conf
ICLR
Andrew Drozdov, Nathanael Schärli, Ekin Akyürek, Nathan Scales, Xinying Song, Xinyun Chen, Olivier Bousquet, Denny Zhou
2023 A* conf
ICML
Freda Shi, Xinyun Chen, Kanishka Misra, Nathan Scales, David Dohan, Ed H. Chi, Nathanael Schärli, Denny Zhou
2023 J jnl
CoRR
Freda Shi, Xinyun Chen, Kanishka Misra, Nathan Scales, David Dohan, Ed H. Chi, Nathanael Schärli, Denny Zhou
2023 A* conf
ICLR
Denny Zhou, Nathanael Schärli, Le Hou, Jason Wei, Nathan Scales, Xuezhi Wang, Dale Schuurmans, Claire Cui, Olivier Bousquet, Quoc V. Le, Ed H. Chi
2022 J jnl
CoRR
Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V. Le, Ed H. Chi, Denny Zhou, Jason Wei
2022 J jnl
CoRR
Andrew Drozdov, Nathanael Schärli, Ekin Akyürek, Nathan Scales, Xinying Song, Xinyun Chen, Olivier Bousquet, Denny Zhou
2022 J jnl
CoRR
Karan Singhal, Shekoofeh Azizi, Tao Tu, S. Sara Mahdavi, Jason Wei, Hyung Won Chung, Nathan Scales, Ajay Kumar Tanwani, Heather Cole-Lewis, Stephen Pfohl, Perry Payne, Martin Seneviratne, Paul Gamble, Chris Kelly, Nathaneal Schärli, Aakanksha Chowdhery, Philip Andrew Mansfield, Blaise Agüera y Arcas, Dale R. Webster, Gregory S. Corrado, Yossi Matias, Katherine Chou, Juraj Gottweis, Nenad Tomasev, Yun Liu, Alvin Rajkomar, Joelle K. Barral, Christopher Semturs, Alan Karthikesalingam, Vivek Natarajan
2022 J jnl
CoRR
Denny Zhou, Nathanael Schärli, Le Hou, Jason Wei, Nathan Scales, Xuezhi Wang, Dale Schuurmans, Olivier Bousquet, Quoc Le, Ed H. Chi
2021 A* conf
AAAI
Dmitry Tsarkov, Tibor Tihon, Nathan Scales, Nikola Momchev, Danila Sinopalnikov, Nathanael Schärli
2020 J jnl
CoRR
Dmitry Tsarkov, Tibor Tihon, Nathan Scales, Nikola Momchev, Danila Sinopalnikov, Nathanael Schärli
2020 J jnl
CoRR
Daniel Furrer, Marc van Zee, Nathan Scales, Nathanael Schärli
2020 A* conf
ICLR
Daniel Keysers, Nathanael Schärli, Nathan Scales, Hylke Buisman, Daniel Furrer, Sergii Kashubin, Nikola Momchev, Danila Sinopalnikov, Lukasz Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang, Marc van Zee, Olivier Bousquet
2019 J jnl
CoRR
Daniel Keysers, Nathanael Schärli, Nathan Scales, Hylke Buisman, Daniel Furrer, Sergii Kashubin, Nikola Momchev, Danila Sinopalnikov, Lukasz Stafiniak, Tibor Tihon, Dmitry Tsarkov, Xiao Wang, Marc van Zee, Olivier Bousquet
2004 conf
ICMENS
Nathan Scales, Niall Tait
redb/extractors/decompiler/apk/library_filter.py
← Index redb/extractors/decompiler/apk/library_filter.py python
"""Package-based library filtering for APK DEX code analysis.

Determines whether a method belongs to a known library/framework package
and should be filtered out of content tables. This is the Android equivalent
of is_lib_or_thunk() in the Binary Ninja pipeline.
"""

import os
from typing import Dict, List


DEFAULT_LIBRARY_PREFIXES = [
    "android.",
    "androidx.",
    "com.google.android.",
    "com.google.firebase.",
    "com.google.gson.",
    "com.google.protobuf.",
    "kotlin.",
    "kotlinx.",
    "org.apache.",
    "com.squareup.",
    "io.reactivex.",
    "org.reactivestreams.",
    "com.facebook.",
    "com.crashlytics.",
    "io.fabric.",
    "org.junit.",
    "org.mockito.",
]


class LibraryFilter:
    """Filters library/framework classes from APK analysis."""

    def __init__(self, prefixes: List[str] = None):
        env_prefixes = os.getenv("APK_LIBRARY_PREFIXES")
        if env_prefixes:
            self._prefixes = [p.strip() for p in env_prefixes.split(",") if p.strip()]
        elif prefixes is not None:
            self._prefixes = prefixes
        else:
            self._prefixes = DEFAULT_LIBRARY_PREFIXES

        # Convert Dalvik-style prefixes to both formats for matching
        self._dot_prefixes = tuple(self._prefixes)

        self._stats = {"library": 0, "user": 0}

    def is_library(self, class_name: str) -> bool:
        """Check if a class belongs to a known library/framework package.

        Accepts both Java dot notation (com.example.Foo) and Dalvik
        descriptor notation (Lcom/example/Foo;).
        """
        # Normalize Dalvik descriptor to dot notation
        normalized = self._normalize_class_name(class_name)

        is_lib = normalized.startswith(self._dot_prefixes)
        if is_lib:
            self._stats["library"] += 1
        else:
            self._stats["user"] += 1
        return is_lib

    def get_filter_stats(self) -> Dict[str, int]:
        """Return counts of filtered vs. retained classes."""
        return dict(self._stats)

    @staticmethod
    def _normalize_class_name(class_name: str) -> str:
        """Convert Dalvik descriptor to dot notation.

        Lcom/example/Foo; -> com.example.Foo
        com.example.Foo -> com.example.Foo
        """
        if class_name.startswith("L") and class_name.endswith(";"):
            return class_name[1:-1].replace("/", ".")
        return class_name.replace("/", ".")