Walter F. Bischof

59 papers A* 7A 2B 6C 1Misc 2Journal 18Unranked 22
YearRankTypeTitle / Venue / Authors
2025 J jnl
Cogn. Sci.
Lucas Haraped, D. Jacob Gerlofs, Olive Chung-hui Huang, Cam Hickling, Walter F. Bischof, Pierre Sachse, Alan Kingstone
2015 B conf
Graphics Interface
Michelle Annett, Walter F. Bischof
2014 J jnl
ACM Trans. Comput. Hum. Interact.
Michelle Annett, Anoop Gupta, Walter F. Bischof
2014 B conf
Graphics Interface
Michelle Annett, Albert Ng, Paul H. Dietz, Walter F. Bischof, Anoop Gupta
2014 A* conf
CHI
Albert Ng, Michelle Annett, Paul H. Dietz, Anoop Gupta, Walter F. Bischof
2014 B conf
Graphics Interface
Michelle Annett, Fraser Anderson, Walter F. Bischof, Anoop Gupta
2013 A* conf
CHI
Fraser Anderson, Walter F. Bischof
2013 B conf
CogSci
David W. L. Wu, Tanya Jakobsen, Nicola C. Anderson, Walter F. Bischof, Alan Kingstone
2013 A* conf
CHI
Michelle Annett, Walter F. Bischof
2012 J jnl
Comput. Educ.
Camilo Arango Moreno, Walter F. Bischof, H. James Hoover
2012 conf
Eurographics (Education Papers)
Irene Cheng, Olenka Bilash, Walter F. Bischof, Anup Basu
2012 conf
CHI Extended Abstracts
Fraser Anderson, Michelle Annett, Walter F. Bischof
2011 conf
VRCAI
Nathaniel Rossol, Irene Cheng, Walter F. Bischof, Anup Basu
2011 J jnl
Rev. Avances en Sistemas Informática
Elizabeth Mesa Múnera, Juan F. Ramirez Salazar, Walter F. Bischof, Pierre Boulanger, John William Branch
2010 J jnl
Presence Teleoperators Virtual Environ.
Michelle Annett, Walter F. Bischof
2010 A* conf
VR
Fraser Anderson, Michelle Annett, Walter F. Bischof, Pierre Boulanger
2009 conf
INTERACT (2)
Xing-Dong Yang, Pourang Irani, Pierre Boulanger, Walter F. Bischof
2009 conf
CRV
Rui Gao, Walter F. Bischof
2009 conf
ICIAR
Rui Gao, Walter F. Bischof
2009 conf
Mobile HCI
Xing-Dong Yang, Edward Mak, Pourang Irani, Walter F. Bischof
2009 conf
CHI Extended Abstracts
Xing-Dong Yang, Pourang Irani, Pierre Boulanger, Walter F. Bischof
2009 conf
3DUI
Omar Gómez, Helmuth Trefftz, Pierre Boulanger, Walter F. Bischof
2009 ch.
Annual Review of Cybertherapy and Telemedicine
Michelle Annett, Walter F. Bischof
2009 Misc conf
OZCHI
Michelle Annett, Fraser Anderson, Darrell Goertzen, Jonathan Halton, Quentin Ranson, Walter F. Bischof, Pierre Boulanger
2008 A conf
ICME
Irene Cheng, Chris Kerr, Walter F. Bischof
2008 B conf
ICPR
Qiong Wu, Pierre Boulanger, Walter F. Bischof
2008 A* conf
ACM Multimedia
Qiong Wu, Pierre Boulanger, Walter F. Bischof
2008 conf
ISER
Andrew Dankers, Nick Barnes, Walter F. Bischof, Alexander Zelinsky
2008 J jnl
Presence Teleoperators Virtual Environ.
Pablo A. Figueroa, Walter F. Bischof, Pierre Boulanger, H. James Hoover, Robyn Taylor
2008 A* conf
ICRA
Xing-Dong Yang, Walter F. Bischof, Pierre Boulanger
2008 A* conf
AAAI
Jun Zhou, Li Cheng, Walter F. Bischof
2008 conf
CRV
Qiong Wu, Pierre Boulanger, Walter F. Bischof
2008 conf
EuroHaptics
Xing-Dong Yang, Walter F. Bischof, Pierre Boulanger
2008 conf
HAPTICS
Xing-Dong Yang, Walter F. Bischof, Pierre Boulanger
2007 conf
EGVE (Short Papers & Posters)
Maryia Kazakevich, Pierre Boulanger, Walter F. Bischof, Manuel Garcia
2007 conf
HCI (3)
Jun Zhou, Li Cheng, Terry Caelli, Walter F. Bischof
2007 conf
Smart Graphics
Robyn Taylor, Maryia Kazakevich, Pierre Boulanger, Manuel Garcia, Walter F. Bischof
2007 A conf
ICME
Irene Cheng, Walter F. Bischof
2007 J jnl
IEEE Trans. Geosci. Remote. Sens.
Jun Zhou, Li Cheng, Walter F. Bischof
2006 conf
Eurographics (Short Presentations)
Irene Cheng, Walter F. Bischof
2006 conf
ICPR (2)
Jun Zhou, Walter F. Bischof, G. Arturo Sanchez-Azofeifa
2006 B conf
ETRA
Elina Birmingham, Walter F. Bischof, Alan Kingstone
2005 J jnl
Int. J. Hum. Comput. Stud.
Pablo A. Figueroa, Walter F. Bischof, Pierre Boulanger, H. James Hoover
2004 C conf
EGVE
Pierre Boulanger, Daniel Torres, Walter F. Bischof
2004 conf
SSPR/SPR
Jun Zhou, Walter F. Bischof, Terry Caelli
2003 J jnl
Cyberpsychology Behav. Soc. Netw.
Walter F. Bischof, Pierre Boulanger
2001 conf
ICAPR
Walter F. Bischof, Terry Caelli
2001 J jnl
Appl. Artif. Intell.
Walter F. Bischof, Terry Caelli
2001 conf
IWVF
Walter F. Bischof, Terry Caelli
2000 conf
SSPR/SPR
Walter F. Bischof, Terry Caelli
1997 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Walter F. Bischof, Terry Caelli
1997 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Terry Caelli, Walter F. Bischof
1997 J jnl
IEEE Trans. Syst. Man Cybern. Part B
Walter F. Bischof, Terry Caelli
1995 Misc conf
ICIAP
Walter F. Bischof, Terry Caelli
1994 J jnl
Appl. Intell.
Adrian R. Pearce, Terry Caelli, Walter F. Bischof
1994 J jnl
Pattern Recognit.
Walter F. Bischof, Terry M. Caelli
1994 J jnl
Pattern Recognit.
Adrian R. Pearce, Terry M. Caelli, Walter F. Bischof
1988 J jnl
Pattern Recognit.
Terry M. Caelli, Walter F. Bischof, Zhi-Qiang Liu
1988 J jnl
Comput. Vis. Graph. Image Process.
Walter F. Bischof, Terry Caelli
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