Hai Shu

40 papers A* 3A 1B 1Journal 27Unranked 8
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Taehyo Kim, Qiran Jia, Mony J. de Leon, Hai Shu
2025 A* conf
AAAI
Yanfeng Yang, Shuai Li, Yingjie Zhang, Zhuoran Sun, Hai Shu, Ziqi Chen, Renming Zhang
2025 J jnl
Neurocomputing
Zhaoyang Zhang, Hongtu Zhu, Yingjie Zhang, Hai Shu, Ziqi Chen
2025 J jnl
Medical Image Anal.
Liming Zhong, Ruolin Xiao, Hai Shu, Kaiyi Zheng, Xinming Li, Yuankui Wu, Jianhua Ma, Qianjin Feng, Wei Yang
2025 J jnl
CoRR
Rong Wu, Ziqi Chen, Gen Li, Hai Shu
2025 J jnl
BMC Medical Imaging
Yanbing Chen, Tianze Tang, Taehyo Kim, Hai Shu
2025 J jnl
CoRR
Rong Wu, Ziqi Chen, Liming Zhong, Heng Li, Hai Shu
2024 J jnl
CoRR
Tianze Tang, Yanbing Chen, Hai Shu
2024 J jnl
CoRR
Yanfeng Yang, Shuai Li, Yingjie Zhang, Zhuoran Sun, Hai Shu, Ziqi Chen, Renming Zhang
2024 J jnl
CoRR
Hai Shu
2024 A conf
AISTATS
Taehyo Kim, Hai Shu, Qiran Jia, Mony J. de Leon
2024 J jnl
CoRR
Zhaoyang Zhang, Hongtu Zhu, Ziqi Chen, Yingjie Zhang, Hai Shu
2024 J jnl
IEEE Trans. Medical Imaging
Liming Zhong, Zeli Chen, Hai Shu, Kaiyi Zheng, Yin Li, Weicui Chen, Yuankui Wu, Jianhua Ma, Qianjin Feng, Wei Yang
2023 J jnl
Medical Image Anal.
Heng Li, Haofeng Liu, Huazhu Fu, Yanwu Xu, Hai Shu, Ke Niu, Yan Hu, Jiang Liu
2023 J jnl
IEEE Trans. Artif. Intell.
Yiwen Zhang, Liming Zhong, Hai Shu, Zhenhui Dai, Kaiyi Zheng, Zefeiyun Chen, Qianjin Feng, Xuetao Wang, Wei Yang
2023 J jnl
CoRR
Taehyo Kim, Hai Shu, Qiran Jia, Mony J. de Leon
2023 conf
ISBI
Yuanming Lin, Heng Li, Haofeng Liu, Hai Shu, Zinan Li, Yan Hu, Jiang Liu
2023 A* conf
NeurIPS
Shuai Li, Yingjie Zhang, Hongtu Zhu, Christina Dan Wang, Hai Shu, Ziqi Chen, Zhuoran Sun, Yanfeng Yang
2023 J jnl
Medical Image Anal.
Liming Zhong, Zeli Chen, Hai Shu, Yikai Zheng, Yiwen Zhang, Yuankui Wu, Qianjin Feng, Yin Li, Wei Yang
2023 conf
ISBI
Haojin Li, Heng Li, Hai Shu, Jianyu Chen, Yan Hu, Jiang Liu
2023 J jnl
Comput. Methods Programs Biomed.
Liming Zhong, Pinyu Huang, Hai Shu, Yin Li, Yiwen Zhang, Qianjin Feng, Yuankui Wu, Wei Yang
2022 J jnl
Appl. Artif. Intell.
Yuchen Dang, Ziqi Chen, Heng Li, Hai Shu
2022 J jnl
CoRR
Yuchen Dang, Ziqi Chen, Heng Li, Hai Shu
2022 J jnl
J. Mach. Learn. Res.
Hai Shu, Zhe Qu, Hongtu Zhu
2022 conf
MICCAI (2)
Heng Li, Haofeng Liu, Huazhu Fu, Hai Shu, Yitian Zhao, Xiaoling Luo, Yan Hu, Jiang Liu
2022 J jnl
CoRR
Heng Li, Haofeng Liu, Huazhu Fu, Hai Shu, Yitian Zhao, Xiaoling Luo, Yan Hu, Jiang Liu
2022 B conf
IJCNN
Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen
2021 conf
BrainLes@MICCAI (2)
Qiran Jia, Hai Shu
2021 J jnl
CoRR
Qiran Jia, Hai Shu
2020 J jnl
NeuroImage
Liming Zhong, Tengfei Li, Hai Shu, Chao Huang, Jason M. Johnson, Donald F. Schomer, Ho-Ling Liu, Qianjin Feng, Wei Yang, Hongtu Zhu
2020 conf
BrainLes@MICCAI (1)
Chenggang Lyu, Hai Shu
2020 J jnl
CoRR
Chenggang Lyu, Hai Shu
2020 J jnl
CoRR
Ronghua Shi, Hai Shu, Hongtu Zhu, Ziqi Chen
2020 J jnl
CoRR
Hai Shu, Zhe Qu, Hongtu Zhu
2020 conf
BrainLes@MICCAI (2)
Jiarui Tang, Tengfei Li, Hai Shu, Hongtu Zhu
2019 J jnl
CoRR
Zhe Qu, Hai Shu
2019 A* conf
AAAI
Hai Shu, Hongtu Zhu
2019 J jnl
CoRR
Hai Shu, Hongtu Zhu
2018 conf
ISBI
Tengfei Li, Fan Zhou, Ziliang Zhu, Hai Shu, Hongtu Zhu
2018 conf
BrainLes@MICCAI (2)
Lutao Dai, Tengfei Li, Hai Shu, Liming Zhong, Haipeng Shen, Hongtu Zhu
tests/unit/test_decompile_scores.py
← Index tests/unit/test_decompile_scores.py python
"""Unit tests for bninja/analysis/scores.py — ObfuscationScores."""
import sys
import pytest
from unittest.mock import MagicMock

# Install binaryninja stubs before importing
from tests.unit.conftest_binja_stubs import (
    install_binja_stubs,
    HighLevelILOperation,
)
bn_mock = install_binja_stubs()

from redb.extractors.decompiler.bninja.analysis.scores import (
    ObfuscationScores,
    get_dominated_by,
    uses_mba,
)
import binaryninja.highlevelil as hlil_mod


# ============================================================================
# Helper: Mock HLIL instruction
# ============================================================================

class MockHLILInstruction(hlil_mod.HighLevelILInstruction):
    """Mock HLIL instruction with operation and operands."""
    def __init__(self, operation, operands=None):
        self.operation = operation
        self.operands = operands or []


class MockHLILBasicBlock:
    """Mock HLIL basic block for flattened score testing."""
    def __init__(self, incoming_edges=None, dominator_tree_children=None):
        self.incoming_edges = incoming_edges or []
        self.dominator_tree_children = dominator_tree_children or []


# ============================================================================
# 5a. ObfuscationScores
# ============================================================================


class TestFlattenedScore:
    def test_flattened_score_no_back_edges(self):
        """Linear CFG with no back edges -> score 0.0."""
        block = MockHLILBasicBlock(incoming_edges=[], dominator_tree_children=[])
        func = MagicMock()
        func.basic_blocks = [block]
        scores = ObfuscationScores(func)
        assert scores.flattened_score() == 0.0

    def test_flattened_score_with_loop(self):
        """CFG with a back edge -> score > 0.0."""
        block = MockHLILBasicBlock(dominator_tree_children=[])
        # Create a back edge: an incoming edge whose source is in the dominated set
        edge = MagicMock()
        edge.source = block  # source IS the dominator -> back edge
        block.incoming_edges = [edge]
        func = MagicMock()
        func.basic_blocks = [block]
        scores = ObfuscationScores(func)
        assert scores.flattened_score() > 0.0

    def test_flattened_score_fully_flat(self):
        """Flattened CFG: one block dominates all -> ratio close to 1.0."""
        children = [MockHLILBasicBlock() for _ in range(4)]
        root = MockHLILBasicBlock(dominator_tree_children=children)
        # Back edge from root incoming
        edge = MagicMock()
        edge.source = root
        root.incoming_edges = [edge]
        all_blocks = [root] + children
        func = MagicMock()
        func.basic_blocks = all_blocks
        scores = ObfuscationScores(func)
        assert scores.flattened_score() == pytest.approx(1.0)


class TestMBAScore:
    def test_mba_score_no_mixed_ops(self):
        """Instructions with only arithmetic -> score 0.0."""
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[])
        func = MagicMock()
        func.instructions = [instr]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() == 0.0

    def test_mba_score_mixed_ops(self):
        """Instructions with arithmetic + logic -> score > 0.0."""
        inner_logic = MockHLILInstruction(HighLevelILOperation.HLIL_XOR, operands=[])
        outer_arith = MockHLILInstruction(
            HighLevelILOperation.HLIL_ADD, operands=[inner_logic]
        )
        func = MagicMock()
        func.instructions = [outer_arith]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() > 0.0

    def test_mba_score_all_mixed(self):
        """Every instruction has both -> score 1.0."""
        inner_logic = MockHLILInstruction(HighLevelILOperation.HLIL_NOT, operands=[])
        outer_arith = MockHLILInstruction(
            HighLevelILOperation.HLIL_SUB, operands=[inner_logic]
        )
        func = MagicMock()
        func.instructions = [outer_arith]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() == 1.0


class TestGetDominatedBy:
    def test_get_dominated_by(self):
        child1 = MockHLILBasicBlock(dominator_tree_children=[])
        child2 = MockHLILBasicBlock(dominator_tree_children=[])
        root = MockHLILBasicBlock(dominator_tree_children=[child1, child2])
        result = get_dominated_by(root)
        assert root in result
        assert child1 in result
        assert child2 in result
        assert len(result) == 3


class TestUsesMBA:
    def test_uses_mba_arithmetic_only(self):
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[])
        assert uses_mba(instr) is False

    def test_uses_mba_logic_only(self):
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_XOR, operands=[])
        assert uses_mba(instr) is False

    def test_uses_mba_mixed(self):
        inner = MockHLILInstruction(HighLevelILOperation.HLIL_AND, operands=[])
        outer = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[inner])
        assert uses_mba(outer) is True