Indira R. Guzman

60 papers A 2B 1Journal 11Unranked 42
YearRankTypeTitle / Venue / Authors
2025 conf
SIGMIS-CPR
Elizabeth Jiménez, Indira R. Guzman, Alexandro Israel Lens
2025 J jnl
Australas. J. Inf. Syst.
Andrew Burton-Jones, Amano Tatsuya, James Boyce, Patrick Y. K. Chau, Juan (Jane) Feng, Indira R. Guzman, Sirkka Jarvenpaa, Jingqi (Celeste) li, Morteza Namvar, Balaji Padmanabhan, Jose Pineda, Jean-Loup Richet, Suprateek Sarker, Sujeet Sharma, Doug Vogel, Harry Wang, Victoria Yoon
2024 J jnl
Commun. ACM
Cristiano Maciel, Indira R. Guzman, Rita Cristina Galarraga Berardi, Nadia Rodriguez-Rodriguez, Luciana Salgado, Luciana Bolan Frigo, Boris Branisa, Elizabeth Jiménez
2024 J jnl
J. Interact. Syst.
Rita Cristina Galarraga Berardi, Pedro Henrique Stolarski Auceli, Cristiano Maciel, Rodgers Fritoli, Guillermo Antonio Dávila, Indira R. Guzman, Luana Mendes
2024 conf
SIGMIS-CPR
Leihge Roselle Rondon Pereira, Silvia Diamantino Ferreira De Lima, Cristiano Maciel, Indira R. Guzman
2024 conf
HICSS
Cathy Urquhart, Indira R. Guzman, Angela Smith, Yingqin Zheng
2024 conf
LAWCC@CLEI
Nadia Rodriguez-Rodriguez, Kory Ponce, Indira R. Guzman
2024 ed.
SIGMIS-CPR
Sam Zaza, Cindy K. Riemenschneider, Indira R. Guzman, May Bantan, Thema Monroe-White, Rui Sundrup, Nita Brooks, Jason A. Williams, Dongwon Lee
2023 conf
SIGMIS-CPR
Indira R. Guzman, José Viterbo, Eunice P. dos Santos Nunes, Franci Suni Lopez, Elizabeth Jiménez, Ana Lara Casagrande
2023 conf
AMCIS
Indira R. Guzman, Aurora Sánchez, Rolando Gonzales Lopez
2023 conf
AMCIS
Indira R. Guzman, Aurora Sánchez, Rolando Gonzales Lopez
2023 J jnl
Commun. Assoc. Inf. Syst.
Michelle L. Kaarst-Brown, Indira R. Guzman
2022 ed.
SIGMIS-CPR
Mike Gallivan, Sam Zaza, Deborah J. Armstrong, Indira R. Guzman, Guillermo Rodríguez-Abitia
2021 conf
AMCIS
Jose O. Angeles, Indira R. Guzman
2021 conf
AMCIS
Boris Branisa, Patricia Cabero, Indira R. Guzman
2020 conf
SIGMIS-CPR
Kurt A. Hoffmaster, Jose O. Angeles, Indira R. Guzman, Kenneth W. Cromer
2019 conf
SIGMIS-CPR
Laura Gurney, John J. D. Eveland, Indira R. Guzman
2019 J jnl
Commun. Assoc. Inf. Syst.
Carlos Ferran, Macedonio Alanís González, José Esteves, Juan M. Gómez Reynoso, Indira R. Guzman
2019 conf
AMCIS
Timothy A. Pritchard, Santos M. Galvez, Indira R. Guzman, Xuefei (Nancy) Deng
2018 J jnl
J. Inf. Technol. Manag.
Edgardo Donovan, Indira R. Guzman, Monica Adya, Wenli Wang
2018 conf
AMCIS
Robert Schanke, Indira R. Guzman, Hyo-Joo Han
2018 conf
SIGMIS-CPR
Michelle L. Kaarst-Brown, Indira R. Guzman
2017 conf
AMCIS
Elston H. Steele, Indira R. Guzman, James E. Gaskin, Monica Adya
2017 J jnl
Commun. Assoc. Inf. Syst.
Stefan Seidel, Pratyush Bharati, Gilbert Fridgen, Richard T. Watson, Abdullah Albizri, Marie-Claude Boudreau, Tom Butler, Leona Chandra Kruse, Indira R. Guzman, Helena Karsten, Habin Lee, Nigel P. Melville, Daniel Rush, Janet Toland, Stephanie Watts
2016 A conf
SIGCSE
James W. McGuffee, E. Kent Palmer, Indira R. Guzman
2016 conf
CPR
Elston H. Steele, Indira R. Guzman
2015 A conf
SIGCSE
E. Kent Palmer, Terry Linkletter, Paulette Alexander, Patricia L. Roden, Kewal Dhariwal, Indira R. Guzman
2015 conf
CPR
Santos M. Galvez, Joshua D. Shackman, Indira R. Guzman, Shuyuan Mary Ho
2015 conf
CPR
Indira R. Guzman, Thomas Hilton, Miguel (Mike) O. Villegas, Michelle L. Kaarst-Brown, Jason James, Ashraf Shirani, Shuyuan Mary Ho, Diane Lending
2015 ed.
CPR
Diana L. Burley, Indira R. Guzman, Daniel P. Manson, Leigh Ellen Potter
2014 ed.
CPR
Damien Joseph, Conrad Shayo, Indira R. Guzman, Rajiv Kishore
2014 conf
CPR
Michelle L. Kaarst-Brown, Indira R. Guzman
2013 conf
AMCIS
Kiet T. Tran, Indira R. Guzman
2012 conf
CPR
Carole C. Angolano, Indira R. Guzman, Michael S. Garmon, Carlos J. Navarrete
2012 conf
CPR
Indira R. Guzman, Michelle L. Kaarst-Brown
2011 J jnl
Int. J. Strateg. Inf. Technol. Appl.
Monty McNair, Caroline Howard, Indira R. Guzman, Paul Watkin
2011 conf
CPR
Indira R. Guzman, Michelle L. Kaarst-Brown, Diane Lending, Greg Brierly, Chino Rao, Johanna L. H. Birkland
2010 conf
CPR
Michelle L. Kaarst-Brown, Indira R. Guzman
2010 conf
AMCIS
Bas Smit, Indira R. Guzman, Diane Lending, Jerry Kane, Tim Olsen
2010 conf
AMCIS
Indira R. Guzman, Santos M. Galvez, Jeffrey M. Stanton, Kathryn R. Stam
2010 conf
CPR
Diana L. Burley, Indira R. Guzman, Gayatri Pandit
2009 J jnl
Inf. Technol. People
Indira R. Guzman, Jeffrey M. Stanton
2009 conf
AMCIS
Santos M. Galvez, Indira R. Guzman
2009 conf
CPR
Arlene J. Nicholas, Indira R. Guzman
2009 conf
CPR
Kathryn R. Stam, Indira R. Guzman, Jeffrey M. Stanton
2008 conf
AMCIS
Santos M. Galvez, Indira R. Guzman
2008 J jnl
Data Base
Indira R. Guzman, Kathryn R. Stam, Jeffrey M. Stanton
2008 conf
CPR
Indira R. Guzman, Mike Gallivan, Joanne McGrath Cohoon, Jeffrey M. Stanton, Amy Bell, Jeria L. Quesenberry, Elizabeth G. Creamer
2007 conf
CPR
Indira R. Guzman, Damien Joseph, K. Nadia Papamichail, Jeffrey M. Stanton
2007 conf
AMCIS
Indira R. Guzman
2007 conf
AMCIS
Isabelle Fagnot, Indira R. Guzman, Jeffrey M. Stanton
2006 conf
CPR
Jeffrey M. Stanton, Indira R. Guzman, Isabelle Fagnot
2006 conf
AMCIS
Indira R. Guzman, Raed Sharif, Agnieszka Kwiatkowska, Qing Li
2005 conf
AMCIS
Indira R. Guzman, Raed Sharif, Tyler J. Blanchard, George S. Ellis, Jeffrey M. Stanton
2005 conf
CPR
Michelle L. Kaarst-Brown, Indira R. Guzman
2004 conf
CPR
Indira R. Guzman, Jeffrey M. Stanton, Kathryn R. Stam, Vibha Vijayasri, Isabelle Yamodo, Nasriah Zakaria, Cavinda Caldera
2004 conf
AMCIS
Indira R. Guzman, Jeffrey M. Stanton
2004 J jnl
J. Digit. Inf.
Kathryn R. Stam, Jeffrey M. Stanton, Indira R. Guzman
2004 conf
CPR
Indira R. Guzman, Michelle L. Kaarst-Brown
2003 B conf
SMC
Jeffrey M. Stanton, Kathryn R. Stam, Indira R. Guzman, Cavinda Caldera
tests/unit/test_cfg_features.py
← Index tests/unit/test_cfg_features.py python
"""
Unit tests for cfg_features.py — all new CFG feature computations.

These tests use plain Python data structures (index-based adjacency lists)
and require no Binary Ninja dependency.
"""
import pytest

from redb.extractors.decompiler.bninja.analysis.cfg_features import (
    bfs_order,
    bfs_max_depth,
    count_back_edges,
    compute_topology_hash,
    compute_md_index_topdown,
    compute_md_index_bottomup,
    compute_prime_product,
    build_block_features,
    compute_cfg_feature_tlsh,
    compute_wl_minhash,
    pack_adjacency,
    LLIL_OP_CATEGORIES,
    CAT_ARITHMETIC,
    CAT_LOGIC,
    CAT_CALL,
    CAT_MEMORY,
    NUM_WL_MINHASH_PERMS,
)


# ===================================================================
# Helper: common graph topologies
# ===================================================================

def _linear_chain(n):
    """0 -> 1 -> 2 -> ... -> (n-1)"""
    return [[i + 1] if i < n - 1 else [] for i in range(n)]


def _diamond():
    """
    0 -> 1, 0 -> 2, 1 -> 3, 2 -> 3
    (classic if/else diamond)
    """
    return [[1, 2], [3], [3], []]


def _predecessors_from_successors(successors, n):
    preds = [[] for _ in range(n)]
    for src, targets in enumerate(successors):
        for tgt in targets:
            preds[tgt].append(src)
    return preds


# ===================================================================
# TestBfsOrder
# ===================================================================

class TestBfsOrder:
    def test_empty_graph(self):
        assert bfs_order([], 0) == []

    def test_single_node(self):
        assert bfs_order([[]], 1) == [0]

    def test_linear_chain(self):
        succs = _linear_chain(4)
        assert bfs_order(succs, 4) == [0, 1, 2, 3]

    def test_diamond(self):
        succs = _diamond()
        order = bfs_order(succs, 4)
        assert order[0] == 0
        assert order[-1] == 3
        assert set(order) == {0, 1, 2, 3}

    def test_unreachable_nodes(self):
        # 0 -> 1, node 2 is unreachable
        succs = [[1], [], []]
        order = bfs_order(succs, 3)
        assert order[:2] == [0, 1]
        assert 2 in order  # unreachable appended

    def test_all_nodes_visited(self):
        succs = _diamond()
        order = bfs_order(succs, 4)
        assert len(order) == 4


# ===================================================================
# TestBfsMaxDepth
# ===================================================================

class TestBfsMaxDepth:
    def test_empty_graph(self):
        assert bfs_max_depth([], 0) == 0

    def test_single_block(self):
        assert bfs_max_depth([[]], 1) == 0

    def test_linear_chain(self):
        succs = _linear_chain(5)
        assert bfs_max_depth(succs, 5) == 4

    def test_diamond(self):
        succs = _diamond()
        assert bfs_max_depth(succs, 4) == 2

    def test_wide_graph(self):
        # 0 -> 1, 0 -> 2, 0 -> 3 (all at depth 1)
        succs = [[1, 2, 3], [], [], []]
        assert bfs_max_depth(succs, 4) == 1


# ===================================================================
# TestCountBackEdges
# ===================================================================

class TestCountBackEdges:
    def test_empty_graph(self):
        assert count_back_edges([], 0) == 0

    def test_no_loops(self):
        succs = _linear_chain(3)
        assert count_back_edges(succs, 3) == 0

    def test_single_loop(self):
        # 0 -> 1 -> 2 -> 0 (one back edge: 2->0)
        succs = [[1], [2], [0]]
        assert count_back_edges(succs, 3) == 1

    def test_nested_loops(self):
        # 0 -> 1 -> 2 -> 1 (inner), 2 -> 3 -> 0 (outer)
        succs = [[1], [2], [1, 3], [0]]
        assert count_back_edges(succs, 4) == 2

    def test_self_loop(self):
        # 0 -> 0 (self-loop)
        succs = [[0]]
        assert count_back_edges(succs, 1) == 1

    def test_diamond_no_loops(self):
        succs = _diamond()
        assert count_back_edges(succs, 4) == 0

    def test_single_node_no_loop(self):
        succs = [[]]
        assert count_back_edges(succs, 1) == 0


# ===================================================================
# TestTopologyHash
# ===================================================================

class TestTopologyHash:
    def test_same_graph_same_hash(self):
        succs = _diamond()
        bfs = bfs_order(succs, 4)
        h1 = compute_topology_hash(succs, bfs, 4)
        h2 = compute_topology_hash(succs, bfs, 4)
        assert h1 == h2

    def test_different_graphs_different_hash(self):
        succs1 = _linear_chain(3)
        bfs1 = bfs_order(succs1, 3)
        h1 = compute_topology_hash(succs1, bfs1, 3)

        succs2 = _diamond()
        bfs2 = bfs_order(succs2, 4)
        h2 = compute_topology_hash(succs2, bfs2, 4)

        assert h1 != h2

    def test_returns_16_bytes(self):
        succs = _diamond()
        bfs = bfs_order(succs, 4)
        h = compute_topology_hash(succs, bfs, 4)
        assert isinstance(h, bytes)
        assert len(h) == 16

    def test_isomorphic_graphs_same_hash(self):
        # Graph A: 0->1, 0->2, 1->3, 2->3 (diamond with successors [1,2])
        succs_a = [[1, 2], [3], [3], []]
        # Graph B: same structure but successors listed as [2,1]
        # BFS from 0 will visit them in different order, but after remapping
        # the canonical form should be identical for isomorphic graphs
        succs_b = [[2, 1], [3], [3], []]

        bfs_a = bfs_order(succs_a, 4)
        bfs_b = bfs_order(succs_b, 4)

        h_a = compute_topology_hash(succs_a, bfs_a, 4)
        h_b = compute_topology_hash(succs_b, bfs_b, 4)
        assert h_a == h_b

    def test_empty_graph(self):
        h = compute_topology_hash([], [], 0)
        assert h == b'\x00' * 16

    def test_single_node(self):
        succs = [[]]
        bfs = bfs_order(succs, 1)
        h = compute_topology_hash(succs, bfs, 1)
        assert isinstance(h, bytes)
        assert len(h) == 16


# ===================================================================
# TestMdIndex
# ===================================================================

class TestMdIndex:
    def test_single_block_topdown(self):
        succs = [[]]
        preds = [[]]
        bfs = [0]
        result = compute_md_index_topdown(succs, preds, bfs)
        assert isinstance(result, int)
        assert result > 0

    def test_single_block_bottomup(self):
        succs = [[]]
        preds = [[]]
        result = compute_md_index_bottomup(succs, preds, 1)
        assert isinstance(result, int)
        assert result > 0

    def test_linear_chain_topdown_vs_bottomup(self):
        succs = _linear_chain(4)
        preds = _predecessors_from_successors(succs, 4)
        bfs = bfs_order(succs, 4)
        td = compute_md_index_topdown(succs, preds, bfs)
        bu = compute_md_index_bottomup(succs, preds, 4)
        # Top-down and bottom-up should be different for a linear chain
        # (entry has in_deg=0, exit has out_deg=0, so the sequences differ)
        assert td != bu

    def test_deterministic(self):
        succs = _diamond()
        preds = _predecessors_from_successors(succs, 4)
        bfs = bfs_order(succs, 4)
        td1 = compute_md_index_topdown(succs, preds, bfs)
        td2 = compute_md_index_topdown(succs, preds, bfs)
        assert td1 == td2

    def test_different_graphs_different_index(self):
        succs1 = _linear_chain(3)
        preds1 = _predecessors_from_successors(succs1, 3)
        bfs1 = bfs_order(succs1, 3)
        td1 = compute_md_index_topdown(succs1, preds1, bfs1)

        succs2 = _diamond()
        preds2 = _predecessors_from_successors(succs2, 4)
        bfs2 = bfs_order(succs2, 4)
        td2 = compute_md_index_topdown(succs2, preds2, bfs2)

        assert td1 != td2

    def test_topdown_empty(self):
        assert compute_md_index_topdown([], [], []) == 0

    def test_bottomup_empty(self):
        assert compute_md_index_bottomup([], [], 0) == 0


# ===================================================================
# TestPrimeProduct
# ===================================================================

class TestPrimeProduct:
    def test_empty(self):
        assert compute_prime_product([]) == 0

    def test_known_sequence(self):
        # Use actual LLIL enum values from conftest_binja_stubs:
        # LLIL_NOP=0 -> prime 1, LLIL_LOAD=4 -> prime 5
        from redb.extractors.decompiler.bninja.analysis.cfg_features import LLIL_OP_PRIMES
        nop_val = 0   # LLIL_NOP
        load_val = 4  # LLIL_LOAD
        expected = LLIL_OP_PRIMES.get(nop_val, 1) * LLIL_OP_PRIMES.get(load_val, 1)
        result = compute_prime_product([nop_val, load_val])
        assert result == expected

    def test_order_independence(self):
        # LLIL_LOAD=4, LLIL_STORE=5, LLIL_ADD=13
        ops_a = [4, 5, 13]
        ops_b = [13, 4, 5]
        assert compute_prime_product(ops_a) == compute_prime_product(ops_b)

    def test_unknown_ops_map_to_1(self):
        # Unknown ops get prime 1, so they don't change the product
        result_known = compute_prime_product([4])  # LLIL_LOAD -> 5
        result_with_unknown = compute_prime_product([4, 9999])  # LOAD * unknown(1)
        assert result_known == result_with_unknown

    def test_mod_2_64(self):
        # Product should be mod 2^64
        result = compute_prime_product([4] * 1000)  # LLIL_LOAD
        assert 0 <= result < 2**64

    def test_single_op(self):
        # LLIL_STORE=5 -> prime 7
        assert compute_prime_product([5]) == 7


# ===================================================================
# TestBuildBlockFeatures
# ===================================================================

class TestBuildBlockFeatures:
    def test_empty_llil(self):
        succs = [[1], []]
        features = build_block_features([[], []], succs, 2)
        assert len(features) == 2
        # All zeros except successor_count
        assert features[0] == [0, 0, 0, 0, 0, 0, 0, 1]  # 1 successor
        assert features[1] == [0, 0, 0, 0, 0, 0, 0, 0]  # 0 successors

    def test_correct_categorization(self):
        # Set up categories for testing
        import redb.extractors.decompiler.bninja.analysis.cfg_features as cf
        old_cats = cf.LLIL_OP_CATEGORIES.copy()
        cf.LLIL_OP_CATEGORIES.update({
            100: CAT_ARITHMETIC,
            101: CAT_ARITHMETIC,
            200: CAT_LOGIC,
            300: CAT_CALL,
            400: CAT_MEMORY,
        })
        try:
            block_ops = [[100, 101, 200, 300, 400]]
            succs = [[]]
            features = build_block_features(block_ops, succs, 1)
            assert features[0][0] == 5   # instr_count
            assert features[0][1] == 2   # arithmetic
            assert features[0][2] == 1   # logic
            assert features[0][4] == 1   # call
            assert features[0][6] == 1   # memory
        finally:
            cf.LLIL_OP_CATEGORIES.clear()
            cf.LLIL_OP_CATEGORIES.update(old_cats)

    def test_cap_at_65535(self):
        # More than 65535 ops in one block
        huge_ops = [0] * 70000  # NOP x 70000
        succs = [[]]
        features = build_block_features([huge_ops], succs, 1)
        assert features[0][0] == 65535  # capped

    def test_missing_block_ops(self):
        # block_llil_ops shorter than n
        succs = [[1], [2], []]
        features = build_block_features([[1, 2]], succs, 3)
        assert len(features) == 3
        # Block 1 and 2 get empty ops since block_llil_ops only has 1 entry
        assert features[1] == [0, 0, 0, 0, 0, 0, 0, 1]
        assert features[2] == [0, 0, 0, 0, 0, 0, 0, 0]


# ===================================================================
# TestCfgFeatureTlsh
# ===================================================================

class TestCfgFeatureTlsh:
    def test_too_few_blocks_returns_none(self):
        # 5 blocks = 5 * 9 bytes = 45 < 50
        bb_features = [[10, 1, 0, 2, 0, 1, 1, 2]] * 5
        bfs = list(range(5))
        result = compute_cfg_feature_tlsh(bb_features, bfs)
        assert result is None

    def test_uniform_data_returns_none(self):
        # 7 identical blocks — TLSH returns TNULL for low-entropy input
        bb_features = [[10, 1, 0, 2, 0, 1, 1, 2]] * 7
        bfs = list(range(7))
        result = compute_cfg_feature_tlsh(bb_features, bfs)
        assert result is None

    def test_varied_data_returns_string(self):
        # 20 blocks with varied features — enough entropy for TLSH
        bb_features = [
            [i * 7 + 3, (i * 13) % 50, (i * 17) % 30, (i * 23) % 40,
             (i * 11) % 20, (i * 7) % 25, (i * 19) % 35, (i * 3) % 10]
            for i in range(20)
        ]
        bfs = list(range(20))
        result = compute_cfg_feature_tlsh(bb_features, bfs)
        assert isinstance(result, str)
        assert len(result) > 0
        assert result.startswith("T1")


# ===================================================================
# TestWlMinhash
# ===================================================================

class TestWlMinhash:
    def test_empty_function(self):
        result = compute_wl_minhash([], [], [], 0)
        assert result == [255] * NUM_WL_MINHASH_PERMS

    def test_returns_128_elements(self):
        succs = _diamond()
        preds = _predecessors_from_successors(succs, 4)
        bb_feats = [[5, 1, 0, 2, 0, 1, 1, 2]] * 4
        result = compute_wl_minhash(succs, preds, bb_feats, 4)
        assert len(result) == 128

    def test_all_uint8(self):
        succs = _linear_chain(3)
        preds = _predecessors_from_successors(succs, 3)
        bb_feats = [[3, 1, 0, 1, 0, 0, 1, 1]] * 3
        result = compute_wl_minhash(succs, preds, bb_feats, 3)
        assert all(0 <= v <= 255 for v in result)

    def test_identical_graphs_same_signature(self):
        succs = _diamond()
        preds = _predecessors_from_successors(succs, 4)
        bb_feats = [[5, 1, 0, 2, 0, 1, 1, 2]] * 4
        sig1 = compute_wl_minhash(succs, preds, bb_feats, 4)
        sig2 = compute_wl_minhash(succs, preds, bb_feats, 4)
        assert sig1 == sig2

    def test_different_graphs_different_signatures(self):
        # Graph 1: linear chain
        succs1 = _linear_chain(4)
        preds1 = _predecessors_from_successors(succs1, 4)
        bb_feats1 = [[5, 1, 0, 2, 0, 1, 1, i] for i in range(4)]
        sig1 = compute_wl_minhash(succs1, preds1, bb_feats1, 4)

        # Graph 2: diamond
        succs2 = _diamond()
        preds2 = _predecessors_from_successors(succs2, 4)
        bb_feats2 = [[10, 3, 2, 1, 0, 0, 0, i] for i in range(4)]
        sig2 = compute_wl_minhash(succs2, preds2, bb_feats2, 4)

        assert sig1 != sig2

    def test_single_node(self):
        succs = [[]]
        preds = [[]]
        bb_feats = [[1, 0, 0, 0, 0, 0, 0, 0]]
        result = compute_wl_minhash(succs, preds, bb_feats, 1)
        assert len(result) == 128


# ===================================================================
# TestPackAdjacency
# ===================================================================

class TestPackAdjacency:
    def test_empty(self):
        assert pack_adjacency([]) == []

    def test_single_edge(self):
        succs = [[1], []]
        edges = pack_adjacency(succs)
        assert len(edges) == 1
        assert edges[0] == (0 << 16) | 1

    def test_correct_packing(self):
        succs = _diamond()
        edges = pack_adjacency(succs)
        assert len(edges) == 4
        # 0->1, 0->2, 1->3, 2->3
        expected = {
            (0 << 16) | 1,
            (0 << 16) | 2,
            (1 << 16) | 3,
            (2 << 16) | 3,
        }
        assert set(edges) == expected

    def test_roundtrip(self):
        """Unpack edges and verify source/target pairs."""
        succs = [[1, 2], [3], [3], []]
        edges = pack_adjacency(succs)
        unpacked = [(e >> 16, e & 0xFFFF) for e in edges]
        expected = [(0, 1), (0, 2), (1, 3), (2, 3)]
        assert sorted(unpacked) == sorted(expected)

    def test_large_index_filtered(self):
        # Create a successor list where index >= 65536
        succs = [[] for _ in range(65537)]
        succs[0] = [65536]  # target is exactly 65536 — should be filtered
        edges = pack_adjacency(succs)
        assert len(edges) == 0

    def test_max_valid_index(self):
        # Index 65535 is the maximum valid
        succs = [[] for _ in range(65536)]
        succs[0] = [65535]
        edges = pack_adjacency(succs)
        assert len(edges) == 1
        assert edges[0] == (0 << 16) | 65535