Rajarshi Mukherjee

50 papers A* 7A 5B 1C 1Misc 8Journal 20Unranked 8
YearRankTypeTitle / Venue / Authors
2026 Misc conf
ICNC
Raveendra Babu Ponnuru, Rajarshi Mukherjee, Mohamed Azab, Thidapat Chantem
2025 A conf
ISLPED
Priyajit Ghosh, Rajarshi Mukherjee, Auro Anand Saha, Sutirtha Naha, Arghadip Das, Arnab Raha, Mrinal Kanti Naskar
2025 J jnl
J. Mach. Learn. Res.
Jue Hou, Rajarshi Mukherjee, Tianxi Cai
2025 J jnl
IEEE Trans. Inf. Theory
Sohom Bhattacharya, Rajarshi Mukherjee, Gourab Ray
2024 conf
UEMCON
Rajarshi Mukherjee, Mohamed Azab, Thidapat Chantem
2024 J jnl
IEEE Trans. Inf. Theory
Bhaswar B. Bhattacharya, Rajarshi Mukherjee
2023 J jnl
IEEE Trans. Inf. Theory
Nilanjana Laha, Rajarshi Mukherjee
2023 J jnl
J. Mach. Learn. Res.
Aaron Sonabend W., Nilanjana Laha, Ashwin N. Ananthakrishnan, Tianxi Cai, Rajarshi Mukherjee
2022 A* conf
ICLR
Rebekka Burkholz, Nilanjana Laha, Rajarshi Mukherjee, Alkis Gotovos
2022 A* conf
NeurIPS
Wenying Deng, Beau Coker, Rajarshi Mukherjee, Jeremiah Z. Liu, Brent A. Coull
2021 J jnl
J. Mach. Learn. Res.
Lin Liu, Rajarshi Mukherjee, James M. Robins, Eric Tchetgen Tchetgen
2021 J jnl
CoRR
Maya Ramchandran, Rajarshi Mukherjee, Giovanni Parmigiani
2021 J jnl
CoRR
Rebekka Burkholz, Nilanjana Laha, Rajarshi Mukherjee, Alkis Gotovos
2021 J jnl
CoRR
Bhaswar B. Bhattacharya, Rajarshi Mukherjee
2020 J jnl
CoRR
Aaron Sonabend W., Nilanjana Laha, Rajarshi Mukherjee, Tianxi Cai
2019 J jnl
CoRR
Lin Liu, Rajarshi Mukherjee, James M. Robins
2017 J jnl
CoRR
Yanjun Han, Jiantao Jiao, Rajarshi Mukherjee, Tsachy Weissman
2012 J jnl
Appl. Soft Comput.
Rajarshi Mukherjee, Shankar Chakraborty, Suman Samanta
2008 J jnl
ACM Trans. Design Autom. Electr. Syst.
Rajarshi Mukherjee, Song Liu, Seda Ogrenci Memik, Somsubhra Mondal
2008 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Seda Ogrenci Memik, Rajarshi Mukherjee, Min Ni, Jieyi Long
2008 J jnl
ACM Trans. Archit. Code Optim.
Jieyi Long, Seda Ogrenci Memik, Gokhan Memik, Rajarshi Mukherjee
2006 conf
ERSA
Rajarshi Mukherjee, Somsubhra Mondal, Seda Ogrenci Memik
2006 J jnl
IEEE Trans. Very Large Scale Integr. Syst.
Rajarshi Mukherjee, Seda Ogrenci Memik
2006 C conf
ISCAS
Somsubhra Mondal, Rajarshi Mukherjee, Seda Ogrenci Memik
2006 A conf
ICCAD
Rajarshi Mukherjee, Seda Ogrenci Memik
2006 A* conf
DAC
Rajarshi Mukherjee, Seda Ogrenci Memik
2006 A conf
ICCAD
Rajarshi Mukherjee, Somsubhra Mondal, Seda Ogrenci Memik
2005 J jnl
J. Low Power Electron.
Eren Kursun, Rajarshi Mukherjee, Seda Ogrenci Memik
2005 conf
ASP-DAC
Rajarshi Mukherjee, Seda Ogrenci Memik
2005 A conf
ISLPED
Rajarshi Mukherjee, Seda Ogrenci Memik, Gokhan Memik
2005 A* conf
DAC
Rajarshi Mukherjee, Seda Ogrenci Memik, Gokhan Memik
2004 conf
ISVLSI
Rajarshi Mukherjee, Alex K. Jones, Prithviraj Banerjee
2004 Misc conf
VLSI Design
Indradeep Ghosh, Rajarshi Mukherjee, Mukul R. Prasad, Masahiro Fujita
2004 Misc conf
FCCM
Rajarshi Mukherjee, Seda Ogrenci Memik
2004 B conf
FPL
Rajarshi Mukherjee, Seda Ogrenci Memik
2003 A* conf
DAC
Kelvin Ng, Mukul R. Prasad, Rajarshi Mukherjee, Jawahar Jain
2002 J jnl
Formal Methods Syst. Des.
Rajarshi Mukherjee, Jawahar Jain, Koichiro Takayama, Jacob A. Abraham, Donald S. Fussell, Masahiro Fujita
2002 conf
ASP-DAC/VLSI Design
Rajarshi Mukherjee, Yozo Nakayama, Toshiya Mima
2001 conf
ASP-DAC
Wanlin Cao, D. M. H. Walker, Rajarshi Mukherjee
2000 conf
ASP-DAC
Rajarshi Mukherjee, Jawahar Jain, Koichiro Takayama, Masahiro Fujita
2000 Misc conf
VLSI Design
Vamsi Boppana, Indradeep Ghosh, Rajarshi Mukherjee, Jawahar Jain, Masahiro Fujita
2000 Misc conf
VTS
Ankur Jain, Vamsi Boppana, Rajarshi Mukherjee, Jawahar Jain, Masahiro Fujita, Michael S. Hsiao
1999 A conf
DATE
Rajarshi Mukherjee, Jawahar Jain, Koichiro Takayama, Masahiro Fujita, Jacob A. Abraham, Donald S. Fussell
1999 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Rajarshi Mukherjee, Jawahar Jain, Koichiro Takayama, Masahiro Fujita, Jacob A. Abraham, Donald S. Fussell
1999 A* conf
DAC
Vamsi Boppana, Rajarshi Mukherjee, Jawahar Jain, Masahiro Fujita, Pradeep Bollineni
1996 Misc conf
VLSI Design
Rajarshi Mukherjee, Jawahar Jain, Masahiro Fujita, Jacob A. Abraham, Donald S. Fussell
1995 A* conf
DAC
Jawahar Jain, Rajarshi Mukherjee, Masahiro Fujita
1995 conf
ED&TC
Rajarshi Mukherjee, Jawahar Jain, Masahiro Fujita
1994 Misc conf
VTS
Rajarshi Mukherjee, Jawahar Jain, Dhiraj K. Pradhan
1993 Misc conf
VLSI Design
Arjun Rajagopal, Belli Kuttanna, Balaji Janakiraman, Rajarshi Mukherjee, Joy Shetler
tests/unit/test_smali_normalization.py
← Index tests/unit/test_smali_normalization.py python
"""Unit tests for smali semantic normalization.

Tests the three normalization levels (category, opcode, opcode_api),
opcode categorization, ACFG feature index mapping, and integration
with MinHash computation.
"""
import pytest

pytestmark = [pytest.mark.unit, pytest.mark.apk, pytest.mark.decompile]


class TestCategorizeOpcode:
    """Tests for opcode -> semantic category mapping."""

    def test_arithmetic(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("add-int") == "ALU"
        assert categorize_opcode("mul-long/2addr") == "ALU"
        assert categorize_opcode("neg-int") == "ALU"

    def test_data_movement(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("move-result") == "MOV"
        assert categorize_opcode("const/4") == "CONST"
        assert categorize_opcode("const-string") == "CONST"

    def test_memory_access(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("iget-object") == "LOAD"
        assert categorize_opcode("sput-wide") == "STORE"
        assert categorize_opcode("aget-byte") == "LOAD"

    def test_invocation(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("invoke-virtual") == "CALL"
        assert categorize_opcode("invoke-static") == "CALL"
        assert categorize_opcode("invoke-direct") == "CALL"

    def test_control_flow(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("if-eqz") == "BRANCH"
        assert categorize_opcode("goto") == "JMP"
        assert categorize_opcode("goto/16") == "JMP"
        assert categorize_opcode("return-void") == "RET"

    def test_comparison(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("cmp-long") == "CMP"
        assert categorize_opcode("cmpl-float") == "CMP"
        assert categorize_opcode("cmpg-double") == "CMP"

    def test_conversion(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("int-to-long") == "CONV"
        assert categorize_opcode("float-to-int") == "CONV"

    def test_object_type(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("new-instance") == "ALLOC"
        assert categorize_opcode("check-cast") == "TYPE"
        assert categorize_opcode("instance-of") == "TYPE"

    def test_exception_sync(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("throw") == "EXC"
        assert categorize_opcode("monitor-enter") == "SYNC"

    def test_unknown(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("nop") == "OTHER"


class TestNormalizeInstruction:
    """Tests for single instruction normalization at various levels."""

    def test_category_level(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        assert normalize_instruction("add-int v0, v1, v2", "category") == "ALU"
        assert normalize_instruction("invoke-virtual {p0}, Lcom/Foo;->bar()V", "category") == "CALL"
        assert normalize_instruction("return-void", "category") == "RET"

    def test_opcode_level_strips_width(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # Width variants collapse to same base
        assert normalize_instruction("add-int v0, v1, v2", "opcode") == "add"
        assert normalize_instruction("add-long v0, v2, v4", "opcode") == "add"
        assert normalize_instruction("add-float v0, v1, v2", "opcode") == "add"
        # Addressing modes collapse too
        assert normalize_instruction("add-int/2addr v0, v1", "opcode") == "add"

    def test_opcode_api_invoke(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "invoke-virtual {p0, v0}, Lcom/example/Foo;->bar(I)V"
        )
        assert result == "CALL Lcom/example/Foo;->bar(I)V"

    def test_opcode_api_invoke_no_ref(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # If somehow no method ref is found, fallback to CALL
        assert normalize_instruction("invoke-virtual {v0}") == "CALL"

    def test_opcode_api_field_load(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iget-object v0, p0, Lcom/Foo;->mField:Ljava/lang/String;"
        )
        assert result == "LOAD Lcom/Foo;->mField:Ljava/lang/String;"

    def test_opcode_api_field_store(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iput-object v0, p0, Lcom/Foo;->mField:Ljava/lang/String;"
        )
        assert result == "STORE Lcom/Foo;->mField:Ljava/lang/String;"

    def test_opcode_api_androguard_field_format(self):
        """androguard uses space instead of colon in field references."""
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iget-object v0, p0, Lcom/Foo;->mField Ljava/lang/String;"
        )
        assert result.startswith("LOAD")
        assert "Lcom/Foo;->mField" in result

    def test_opcode_api_new_instance(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "new-instance v0, Lcom/example/MyClass;"
        )
        assert result == "ALLOC Lcom/example/MyClass;"

    def test_opcode_api_const_string(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            'const-string v0, "hello world"'
        )
        assert result == 'CONST_STR "hello world"'

    def test_opcode_api_const_string_jumbo(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            'const-string/jumbo v0, "large string"'
        )
        assert result == 'CONST_STR "large string"'

    def test_opcode_api_fallback_to_category(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # Non-special instructions fall back to category
        assert normalize_instruction("add-int v0, v1, v2") == "ALU"
        assert normalize_instruction("return-void") == "RET"
        assert normalize_instruction("nop") == "OTHER"

    def test_empty_input(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        assert normalize_instruction("") == ""
        assert normalize_instruction("   ") == ""


class TestNormalizeMethodBody:
    """Tests for full method body normalization."""

    def test_filters_directives_labels_comments(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        body = """\
.locals 2
# comment
:label_0
add-int v0, v1, v2
.line 42
invoke-virtual {p0}, Lcom/Foo;->bar()V
return-void
"""
        result = normalize_method_body(body, "category")
        assert result == ["ALU", "CALL", "RET"]

    def test_opcode_api_preserves_api_refs(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        body = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->setX(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
return-void
"""
        result = normalize_method_body(body, "opcode_api")
        assert result[0] == "CONST"
        assert result[1] == "CALL Lcom/Foo;->setX(I)V"
        assert result[2] == "LOAD Lcom/Foo;->name:Ljava/lang/String;"
        assert result[3] == "RET"

    def test_empty_body(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        assert normalize_method_body("") == []
        assert normalize_method_body("\n\n") == []


class TestNormalizationWithMinHash:
    """Integration tests: normalization + MinHash computation."""

    def test_minhash_returns_signature(self):
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
add-int v2, v0, v1
return-void
"""
        sig = compute_minhash(body)
        assert sig is not None
        assert len(sig) == 64
        assert all(0 <= v < 256 for v in sig)

    def test_minhash_register_invariance(self):
        """Same operations with different registers should produce identical signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_a = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
add-int v2, v0, v1
return-void
"""
        body_b = """\
const/4 v3, 0x0
invoke-virtual {p1, v3}, Lcom/Foo;->bar(I)V
iget-object v4, p1, Lcom/Foo;->name:Ljava/lang/String;
add-int v5, v3, v4
return-void
"""
        sig_a = compute_minhash(body_a)
        sig_b = compute_minhash(body_b)
        assert sig_a == sig_b

    def test_minhash_width_invariance(self):
        """Width variants of same operations should produce identical signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_int = """\
add-int v0, v1, v2
sub-int v3, v0, v1
mul-int v4, v0, v3
return v4
"""
        body_long = """\
add-long v0, v2, v4
sub-long v6, v0, v2
mul-long v8, v0, v6
return-wide v8
"""
        sig_int = compute_minhash(body_int)
        sig_long = compute_minhash(body_long)
        # Both normalize to ALU, ALU, ALU, RET -> identical
        assert sig_int == sig_long

    def test_minhash_different_apis_differ(self):
        """Methods calling different APIs should produce different signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_a = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/crypto/AES;->encrypt([B)[B
invoke-virtual {v0}, Ljava/io/OutputStream;->write([B)V
return-void
"""
        body_b = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Ljava/lang/String;->length()I
invoke-virtual {v0}, Ljava/io/PrintStream;->println(I)V
return-void
"""
        sig_a = compute_minhash(body_a)
        sig_b = compute_minhash(body_b)
        assert sig_a != sig_b

    def test_minhash_too_few_instructions(self):
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        assert compute_minhash("return-void\nnop") is None


class TestACFGBlockFeatures:
    """Tests for per-block ACFG feature extraction via smali_cfg."""

    def test_simple_linear_method(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
add-int v0, v1, v2
invoke-virtual {p0}, Lcom/Foo;->bar()V
return-void
"""
        metrics = compute_cfg_metrics(body)
        assert metrics.block_count >= 1
        assert len(metrics.block_features) == metrics.block_count
        # Each feature vector has 8 elements
        for feat in metrics.block_features:
            assert len(feat) == 8

    def test_branching_method_has_multiple_blocks(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
const/4 v0, 0x0
if-eqz v0, :cond_0
invoke-virtual {p0}, Lcom/Foo;->a()V
goto :goto_0
:cond_0
invoke-virtual {p0}, Lcom/Foo;->b()V
:goto_0
return-void
"""
        metrics = compute_cfg_metrics(body)
        assert metrics.block_count >= 3
        assert len(metrics.block_features) == metrics.block_count

    def test_feature_vector_arithmetic_count(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
add-int v0, v1, v2
sub-int v3, v0, v1
mul-int v4, v0, v3
return v4
"""
        metrics = compute_cfg_metrics(body)
        assert len(metrics.block_features) == 1
        feat = metrics.block_features[0]
        # feat[0] = instr_count (4), feat[1] = arithmetic (3)
        assert feat[0] == 4
        assert feat[1] >= 3  # 3 ALU ops

    def test_feature_vector_call_count(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
invoke-virtual {p0}, Lcom/A;->a()V
invoke-static {v0}, Lcom/B;->b()V
return-void
"""
        metrics = compute_cfg_metrics(body)
        feat = metrics.block_features[0]
        # feat[4] = call count
        assert feat[4] == 2