Rajat Sen

61 papers A* 17A 6C 1Journal 34Unranked 3
YearRankTypeTitle / Venue / Authors
2025 A* conf
ICML
Matthew Faw, Rajat Sen, Yichen Zhou, Abhimanyu Das
2024 A conf
ITCS
Weihao Kong, Mingda Qiao, Rajat Sen
2024 A* conf
ICML
Abhimanyu Das, Weihao Kong, Rajat Sen, Yichen Zhou
2024 J jnl
ACM Trans. Model. Perform. Evaluation Comput. Syst.
Nihal Sharma, Rajat Sen, Soumya Basu, Karthikeyan Shanmugam, Sanjay Shakkottai
2024 J jnl
CoRR
Abhimanyu Das, Matthew Faw, Rajat Sen, Yichen Zhou
2024 A* conf
NeurIPS
Ayush Jain, Rajat Sen, Weihao Kong, Abhimanyu Das, Alon Orlitsky
2024 J jnl
CoRR
Kai Kim, Howard Tsai, Rajat Sen, Abhimanyu Das, Zihao Zhou, Abhishek Tanpure, Mathew Luo, Rose Yu
2024 A* conf
ICLR
Reese Pathak, Rajat Sen, Weihao Kong, Abhimanyu Das
2023 J jnl
CoRR
Weihao Kong, Mingda Qiao, Rajat Sen
2023 J jnl
CoRR
Abhimanyu Das, Weihao Kong, Rajat Sen, Yichen Zhou
2023 A conf
UAI
Ashok Cutkosky, Abhimanyu Das, Weihao Kong, Chansoo Lee, Rajat Sen
2023 A conf
UAI
Abhimanyu Das, Weihao Kong, Biswajit Paria, Rajat Sen
2023 A* conf
ICML
Abhimanyu Das, Ayush Jain, Weihao Kong, Rajat Sen
2023 J jnl
CoRR
Ayush Jain, Rajat Sen, Weihao Kong, Abhimanyu Das, Alon Orlitsky
2023 J jnl
CoRR
Abhimanyu Das, Weihao Kong, Andrew Leach, Shaan Mathur, Rajat Sen, Rose Yu
2023 J jnl
Trans. Mach. Learn. Res.
Abhimanyu Das, Weihao Kong, Andrew Leach, Shaan Mathur, Rajat Sen, Rose Yu
2023 J jnl
CoRR
Reese Pathak, Rajat Sen, Weihao Kong, Abhimanyu Das
2022 J jnl
CoRR
Abhimanyu Das, Weihao Kong, Biswajit Paria, Rajat Sen
2022 J jnl
CoRR
Abhimanyu Das, Ayush Jain, Weihao Kong, Rajat Sen
2022 A* conf
ICML
Soumyabrata Pal, Arya Mazumdar, Rajat Sen, Avishek Ghosh
2022 J jnl
CoRR
Avishek Ghosh, Arya Mazumdar, Soumyabrata Pal, Rajat Sen
2022 A* conf
ICLR
Pranjal Awasthi, Abhimanyu Das, Rajat Sen, Ananda Theertha Suresh
2022 A* conf
NeurIPS
Pranjal Awasthi, Abhimanyu Das, Weihao Kong, Rajat Sen
2022 J jnl
CoRR
Weihao Kong, Rajat Sen, Pranjal Awasthi, Abhimanyu Das
2021 J jnl
IEEE/ACM Trans. Netw.
Isfar Tariq, Rajat Sen, Thomas David Novlan, Salam Akoum, Milap Majmundar, Gustavo de Veciana, Sanjay Shakkottai
2021 J jnl
CoRR
Reese Pathak, Rajat Sen, Nikhil Rao, N. Benjamin Erichson, Michael I. Jordan, Inderjit S. Dhillon
2021 J jnl
CoRR
Biswajit Paria, Rajat Sen, Amr Ahmed, Abhimanyu Das
2021 J jnl
Oper. Res.
Subhashini Krishnasamy, Rajat Sen, Ramesh Johari, Sanjay Shakkottai
2021 J jnl
CoRR
Pranjal Awasthi, Abhimanyu Das, Rajat Sen, Ananda Theertha Suresh
2021 A* conf
KDD
Nishant Yadav, Rajat Sen, Daniel N. Hill, Arya Mazumdar, Inderjit S. Dhillon
2021 A* conf
ICML
Rajat Sen, Alexander Rakhlin, Lexing Ying, Rahul Kidambi, Dean P. Foster, Daniel N. Hill, Inderjit S. Dhillon
2021 J jnl
CoRR
Rajat Sen, Alexander Rakhlin, Lexing Ying, Rahul Kidambi, Dean P. Foster, Daniel N. Hill, Inderjit S. Dhillon
2020 A* conf
NeurIPS
Matthew Faw, Rajat Sen, Karthikeyan Shanmugam, Constantine Caramanis, Sanjay Shakkottai
2020 J jnl
CoRR
Nishant Yadav, Rajat Sen, Daniel N. Hill, Arya Mazumdar, Inderjit S. Dhillon
2019 A* conf
NeurIPS
Soumya Basu, Rajat Sen, Sujay Sanghavi, Sanjay Shakkottai
2019 J jnl
CoRR
Soumya Basu, Rajat Sen, Sujay Sanghavi, Sanjay Shakkottai
2019 conf
ECML/PKDD (2)
Maurice Diesendruck, Ethan R. Elenberg, Rajat Sen, Guy W. Cole, Sanjay Shakkottai, Sinead A. Williamson
2019 J jnl
CoRR
Matthew Faw, Rajat Sen, Karthikeyan Shanmugam, Constantine Caramanis, Sanjay Shakkottai
2019 A conf
AISTATS
Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai
2019 A* conf
INFOCOM
Isfar Tariq, Rajat Sen, Gustavo de Veciana, Sanjay Shakkottai
2019 A* conf
NeurIPS
Rajat Sen, Hsiang-Fu Yu, Inderjit S. Dhillon
2019 J jnl
CoRR
Rajat Sen, Hsiang-Fu Yu, Inderjit S. Dhillon
2018 A conf
AISTATS
Rajat Sen, Karthikeyan Shanmugam, Sanjay Shakkottai
2018 J jnl
CoRR
Rajat Sen, Karthikeyan Shanmugam, Sanjay Shakkottai
2018 J jnl
CoRR
Maurice Diesendruck, Ethan R. Elenberg, Rajat Sen, Guy W. Cole, Sanjay Shakkottai, Sinead A. Williamson
2018 J jnl
CoRR
Rajat Sen, Karthikeyan Shanmugam, Himanshu Asnani, Arman Rahimzamani, Sreeram Kannan
2018 A* conf
ICML
Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai
2018 J jnl
CoRR
Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai
2017 J jnl
CoRR
Rajat Sen, Karthikeyan Shanmugam, Alexandros G. Dimakis, Sanjay Shakkottai
2017 J jnl
Photonic Netw. Commun.
Gitanjali Chandwani, Rajat Sen, Debasish Datta
2017 A conf
AISTATS
Rajat Sen, Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis, Sanjay Shakkottai
2017 A* conf
ICML
Rajat Sen, Karthikeyan Shanmugam, Alexandros G. Dimakis, Sanjay Shakkottai
2017 conf
NIPS
Rajat Sen, Ananda Theertha Suresh, Karthikeyan Shanmugam, Alexandros G. Dimakis, Sanjay Shakkottai
2017 J jnl
CoRR
Rajat Sen, Ananda Theertha Suresh, Karthikeyan Shanmugam, Alexandros G. Dimakis, Sanjay Shakkottai
2016 J jnl
ACM Trans. Model. Perform. Evaluation Comput. Syst.
Subhashini Krishnasamy, Rajat Sen, Sanjay Shakkottai, Sewoong Oh
2016 J jnl
CoRR
Rajat Sen, Karthikeyan Shanmugam, Murat Kocaoglu, Alexandros G. Dimakis, Sanjay Shakkottai
2016 conf
NIPS
Subhashini Krishnasamy, Rajat Sen, Ramesh Johari, Sanjay Shakkottai
2016 J jnl
CoRR
Subhashini Krishnasamy, Rajat Sen, Ramesh Johari, Sanjay Shakkottai
2015 A* conf
SIGMETRICS
Subhashini Krishnasamy, Rajat Sen, Sewoong Oh, Sanjay Shakkottai
2015 J jnl
CoRR
Subhashini Krishnasamy, Rajat Sen, Sewoong Oh, Sanjay Shakkottai
2013 C conf
HPSR
Ayesha Khalid, Rajat Sen, Anupam Chattopadhyay
redb/ext/spoof_check.py
← Index redb/ext/spoof_check.py python
import copy
import struct
from enum import Enum

"""
Checks that the metadata within a file's Rich header does not contradict the
other metadata contained within it.

References:
    https://gist.github.com/skochinsky/07c8e95e33d9429d81a75622b5d24c8b
    https://www.sec.in.tum.de/i20/publications/finding-the-needle-a-study-of-
    the-pe32-rich-header-and-respective-malware-triage
"""

KNOWN_PRODUCT_IDS = {
    0: "Unknown",
    1: "Import0",
    2: "Linker510",
    3: "Cvtomf510",
    4: "Linker600",
    5: "Cvtomf600",
    6: "Cvtres500",
    7: "Utc11_Basic",
    8: "Utc11_C",
    9: "Utc12_Basic",
    10: "Utc12_C",
    11: "Utc12_CPP",
    12: "AliasObj60",
    13: "VisualBasic60",
    14: "Masm613",
    15: "Masm710",
    16: "Linker511",
    17: "Cvtomf511",
    18: "Masm614",
    19: "Linker512",
    20: "Cvtomf512",
    21: "Utc12_C_Std",
    22: "Utc12_CPP_Std",
    23: "Utc12_C_Book",
    24: "Utc12_CPP_Book",
    25: "Implib700",
    26: "Cvtomf700",
    27: "Utc13_Basic",
    28: "Utc13_C",
    29: "Utc13_CPP",
    30: "Linker610",
    31: "Cvtomf610",
    32: "Linker601",
    33: "Cvtomf601",
    34: "Utc12_1_Basic",
    35: "Utc12_1_C",
    36: "Utc12_1_CPP",
    37: "Linker620",
    38: "Cvtomf620",
    39: "AliasObj70",
    40: "Linker621",
    41: "Cvtomf621",
    42: "Masm615",
    43: "Utc13_LTCG_C",
    44: "Utc13_LTCG_CPP",
    45: "Masm620",
    46: "ILAsm100",
    47: "Utc12_2_Basic",
    48: "Utc12_2_C",
    49: "Utc12_2_CPP",
    50: "Utc12_2_C_Std",
    51: "Utc12_2_CPP_Std",
    52: "Utc12_2_C_Book",
    53: "Utc12_2_CPP_Book",
    54: "Implib622",
    55: "Cvtomf622",
    56: "Cvtres501",
    57: "Utc13_C_Std",
    58: "Utc13_CPP_Std",
    59: "Cvtpgd1300",
    60: "Linker622",
    61: "Linker700",
    62: "Export622",
    63: "Export700",
    64: "Masm700",
    65: "Utc13_POGO_I_C",
    66: "Utc13_POGO_I_CPP",
    67: "Utc13_POGO_O_C",
    68: "Utc13_POGO_O_CPP",
    69: "Cvtres700",
    70: "Cvtres710p",
    71: "Linker710p",
    72: "Cvtomf710p",
    73: "Export710p",
    74: "Implib710p",
    75: "Masm710p",
    76: "Utc1310p_C",
    77: "Utc1310p_CPP",
    78: "Utc1310p_C_Std",
    79: "Utc1310p_CPP_Std",
    80: "Utc1310p_LTCG_C",
    81: "Utc1310p_LTCG_CPP",
    82: "Utc1310p_POGO_I_C",
    83: "Utc1310p_POGO_I_CPP",
    84: "Utc1310p_POGO_O_C",
    85: "Utc1310p_POGO_O_CPP",
    86: "Linker624",
    87: "Cvtomf624",
    88: "Export624",
    89: "Implib624",
    90: "Linker710",
    91: "Cvtomf710",
    92: "Export710",
    93: "Implib710",
    94: "Cvtres710",
    95: "Utc1310_C",
    96: "Utc1310_CPP",
    97: "Utc1310_C_Std",
    98: "Utc1310_CPP_Std",
    99: "Utc1310_LTCG_C",
    100: "Utc1310_LTCG_CPP",
    101: "Utc1310_POGO_I_C",
    102: "Utc1310_POGO_I_CPP",
    103: "Utc1310_POGO_O_C",
    104: "Utc1310_POGO_O_CPP",
    105: "AliasObj710",
    106: "AliasObj710p",
    107: "Cvtpgd1310",
    108: "Cvtpgd1310p",
    109: "Utc1400_C",
    110: "Utc1400_CPP",
    111: "Utc1400_C_Std",
    112: "Utc1400_CPP_Std",
    113: "Utc1400_LTCG_C",
    114: "Utc1400_LTCG_CPP",
    115: "Utc1400_POGO_I_C",
    116: "Utc1400_POGO_I_CPP",
    117: "Utc1400_POGO_O_C",
    118: "Utc1400_POGO_O_CPP",
    119: "Cvtpgd1400",
    120: "Linker800",
    121: "Cvtomf800",
    122: "Export800",
    123: "Implib800",
    124: "Cvtres800",
    125: "Masm800",
    126: "AliasObj800",
    127: "PhoenixPrerelease",
    128: "Utc1400_CVTCIL_C",
    129: "Utc1400_CVTCIL_CPP",
    130: "Utc1400_LTCG_MSIL",
    131: "Utc1500_C",
    132: "Utc1500_CPP",
    133: "Utc1500_C_Std",
    134: "Utc1500_CPP_Std",
    135: "Utc1500_CVTCIL_C",
    136: "Utc1500_CVTCIL_CPP",
    137: "Utc1500_LTCG_C",
    138: "Utc1500_LTCG_CPP",
    139: "Utc1500_LTCG_MSIL",
    140: "Utc1500_POGO_I_C",
    141: "Utc1500_POGO_I_CPP",
    142: "Utc1500_POGO_O_C",
    143: "Utc1500_POGO_O_CPP",
    144: "Cvtpgd1500",
    145: "Linker900",
    146: "Export900",
    147: "Implib900",
    148: "Cvtres900",
    149: "Masm900",
    150: "AliasObj900",
    151: "Resource900",
    152: "AliasObj1000",
    154: "Cvtres1000",
    155: "Export1000",
    156: "Implib1000",
    157: "Linker1000",
    158: "Masm1000",
    170: "Utc1600_C",
    171: "Utc1600_CPP",
    172: "Utc1600_CVTCIL_C",
    173: "Utc1600_CVTCIL_CPP",
    174: "Utc1600_LTCG_C ",
    175: "Utc1600_LTCG_CPP",
    176: "Utc1600_LTCG_MSIL",
    177: "Utc1600_POGO_I_C",
    178: "Utc1600_POGO_I_CPP",
    179: "Utc1600_POGO_O_C",
    180: "Utc1600_POGO_O_CPP",
    183: "Linker1010",
    184: "Export1010",
    185: "Implib1010",
    186: "Cvtres1010",
    187: "Masm1010",
    188: "AliasObj1010",
    199: "AliasObj1100",
    201: "Cvtres1100",
    202: "Export1100",
    203: "Implib1100",
    204: "Linker1100",
    205: "Masm1100",
    206: "Utc1700_C",
    207: "Utc1700_CPP",
    208: "Utc1700_CVTCIL_C",
    209: "Utc1700_CVTCIL_CPP",
    210: "Utc1700_LTCG_C ",
    211: "Utc1700_LTCG_CPP",
    212: "Utc1700_LTCG_MSIL",
    213: "Utc1700_POGO_I_C",
    214: "Utc1700_POGO_I_CPP",
    215: "Utc1700_POGO_O_C",
    216: "Utc1700_POGO_O_CPP",
    219: "Cvtres1200",
    220: "Export1200",
    221: "Implib1200",
    222: "Linker1200",
    223: "Masm1200",
    # Speculation
    224: "AliasObj1200",
    237: "Cvtres1210",
    238: "Export1210",
    239: "Implib1210",
    240: "Linker1210",
    241: "Masm1210",
    # Speculation
    242: "Utc1810_C",
    243: "Utc1810_CPP",
    244: "Utc1810_CVTCIL_C",
    245: "Utc1810_CVTCIL_CPP",
    246: "Utc1810_LTCG_C ",
    247: "Utc1810_LTCG_CPP",
    248: "Utc1810_LTCG_MSIL",
    249: "Utc1810_POGO_I_C",
    250: "Utc1810_POGO_I_CPP",
    251: "Utc1810_POGO_O_C",
    252: "Utc1810_POGO_O_CPP",
    255: "Cvtres1400",
    256: "Export1400",
    257: "Implib1400",
    258: "Linker1400",
    259: "Masm1400",
    260: "Utc1900_C",
    261: "Utc1900_CPP",
    # Speculation
    262: "Utc1900_CVTCIL_C",
    263: "Utc1900_CVTCIL_CPP",
    264: "Utc1900_LTCG_C ",
    265: "Utc1900_LTCG_CPP",
    266: "Utc1900_LTCG_MSIL",
    267: "Utc1900_POGO_I_C",
    268: "Utc1900_POGO_I_CPP",
    269: "Utc1900_POGO_O_C",
    270: "Utc1900_POGO_O_CPP",
}


class Result(Enum):
    VALID = 0
    INVALID = 1
    UNABLE_TO_PARSE = 2


def _rol(val, num):
    """Rotates val to the left by num bits."""
    return ((val << (num % 32)) & 0xFFFFFFFF) | (val >> (32 - (num % 32)))


def checksum_test(pe, rich_header):
    """Tests that the Rich header checksum is valid.

    Computes what the Rich header checksum should be. If the Rich header
    contains a different checksum value, this function returns INVALID
    This indicates that either the Rich header or MS-DOS stub has been modified

    The Rich header checksum is computed from the following:
        Length of the MS-DOS stub
        Contents of the MS-DOS stub, with e_lfanew zeroed out
        Rich header @Comp.IDs and lowest 5 bits of each count
    """
    if rich_header is None:
        rich_header = {}
    # Checksum stored in Rich header
    rich_checksum = rich_header.get("checksum", None)

    # Get DOS header data
    if pe.DOS_HEADER.e_lfanew > len(pe.__data__):
        return Result.UNABLE_TO_PARSE
    data = pe.__data__[: pe.DOS_HEADER.e_lfanew]

    # Get start marker
    mask = 0x536E6144  # DanS (little-endian)
    start_marker = struct.pack(
        "<LLLL", rich_checksum ^ mask, rich_checksum, rich_checksum, rich_checksum
    )
    if not len(start_marker):
        return Result.UNABLE_TO_PARSE

    # Get index of start marker
    start_index = data.find(start_marker)
    if start_index == -1:
        return Result.UNABLE_TO_PARSE

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Compute cd as MS-DOS stub portion of checksum
    # Zero out e_lfanew from 0x3c to 0x3f
    cd = 0
    for i in range(start_index):
        if i >= 0x3C and i <= 0x3F:
            cd += _rol(0, i)
        else:
            cd += _rol(data[i], i)

    # Compute cd as Rich header portion of checksum
    cr = 0
    while len(rich_fields):
        compid = rich_fields.pop(0)
        count = rich_fields.pop(0)
        cr += _rol(compid, count & 0x1F)

    # Compute checksum from MS-DOS stub start index, cd, cr
    # Only keep lowest 32 bits
    checksum = (start_index + cd + cr) & 0xFFFFFFFF

    # Compare computed checksum with the checksum in the Rich header
    if checksum != rich_checksum:
        return Result.INVALID
    else:
        return Result.VALID


def duplicate_test(pe, rich_header):
    """Checks for duplicate @Comp.IDs in the Rich header.

    If the Rich header contains duplicate entries, returns INVALID
    This indicates that the Rich header has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Get a list of @Comp.IDs in rich_fields
    compids = []
    for i in range(len(rich_fields)):
        if i % 2 == 0:
            compids.append(rich_fields[i])

    # Check if any @Comp.IDs are duplicates
    if len(compids) != len(set(compids)):
        return Result.INVALID

    return Result.VALID


def linker_test(pe, rich_header):
    """Checks that the Rich and PE header linker versions do not conflict.

    Certain Rich Header ProdIDs correspond to linker versions
    Although they are undocumented, we have used prior research as well as our
    own to determine many of them
    There are likely more linker version ProdIDs that we have not identified

    If the linker versions conflict, this function returns INVALID
    This indicates that the Rich header or PE header has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Get list of ProdIDs from rich_fields
    prodids = []
    for i in range(len(rich_fields)):
        if i % 2 == 0:
            prodids.append(rich_fields[i] >> 16)

    # Parse major and minor linker versions from PE header
    pe_major = pe.OPTIONAL_HEADER.MajorLinkerVersion
    pe_minor = pe.OPTIONAL_HEADER.MinorLinkerVersion

    # Iterate over Rich header ProdIDs
    found_linker = False
    for prodid in prodids:

        # Only interested in ProdIDs that correspond to linker versions
        if KNOWN_PRODUCT_IDS.get(prodid) is None:
            continue
        prodid_name = KNOWN_PRODUCT_IDS[prodid]
        if not prodid_name.startswith("Linker"):
            continue

        found_linker = True

        # Parse major and minor linker version from ProdID
        prodid_name = prodid_name[6:]
        if prodid_name.endswith("p"):
            prodid_name = prodid_name[:-1]
        rich_major = int(prodid_name[:-2])
        rich_minor = int(prodid_name[-2:])

        # Check whether the Rich and PE linker versions match
        if pe_major == rich_major and pe_minor == rich_minor:
            return Result.VALID

    if not found_linker:
        return Result.UNABLE_TO_PARSE

    return Result.INVALID


def import_count_test(pe, rich_header):
    """Checks that import0 does not conflict with the IAT import count.

    The Rich header contains a ProdID called import0
    It is related to the number of imports in the IAT, but we are unsure how
    It is never less than the number of imports in the IAT

    If import0 is less than IAT import count, this function returns INVALID
    This indicates that the Rich header or IAT has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Check whether the file has an IAT
    if not hasattr(pe, "DIRECTORY_ENTRY_IMPORT"):
        return Result.UNABLE_TO_PARSE

    # Get the number of imports in the IAT
    iat_count = 0
    for entry in pe.DIRECTORY_ENTRY_IMPORT:
        for imported_function in entry.imports:
            iat_count += 1

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.INVALID

    # Get @Comp.ID 65536 (ProdID Import0)
    import0_count = None
    while len(rich_fields):
        compid = rich_fields.pop(0)
        count = rich_fields.pop(0)
        if compid == 65536:
            import0_count = count

    # Legitimate files never have import0_count < iat_count
    if import0_count is None:
        return Result.VALID

    if import0_count < iat_count:
        return Result.INVALID

    return Result.VALID