Haiyan Ding

29 papers Journal 11Unranked 18
YearRankTypeTitle / Venue / Authors
2026 J jnl
Eng. Appl. Artif. Intell.
Xianglong Yu, Yu Hu, Rui Guo, Lei Fan, Haiyan Ding, Jingjing Xiao
2026 J jnl
CoRR
Gang Hu, Qun Zhang, Jingyao Luo, Yile Jiang, Jing Chai, Haiyan Ding
2025 J jnl
Pattern Recognit.
Zihang Chen, Weijie Zhao, Jingyang Liu, Puguang Xie, Siyu Hou, Yongjian Nian, Xiaochao Yang, Ruiyan Ma, Haiyan Ding, Jingjing Xiao
2025 J jnl
CoRR
Guowu Yuan, Bing Kong, Haiyan Ding, Jixian Zhang, Yang Zhao
2025 J jnl
CoRR
Mingda Zhang, Yuyang Zheng, Ruixiang Tang, Jingru Qiu, Haiyan Ding
2025 conf
CLEF (Working Notes)
Yijiang Zhou, Haiyan Ding
2023 conf
SemEval@ACL
Jiankuo Li, Zhengyi Guan, Haiyan Ding
2023 J jnl
Knowl. Based Syst.
Li Xu, Jun Zeng, Weile Peng, Hao Wu, Kun Yue, Haiyan Ding, Lei Zhang, Xin Wang
2023 J jnl
Intell. Autom. Soft Comput.
Hongxin Luo, Xiaobing Zhou, Haiyan Ding, Liqing Wang
2023 conf
SemEval@ACL
Yehui Xu, Haiyan Ding
2023 J jnl
J. Imaging Inform. Medicine
Zihang Chen, Jiafei Chen, Jun Zhao, Bowei Liu, Shuanglong Jiang, Dongyue Si, Haiyan Ding, Yongjian Nian, Xiaochao Yang, Jingjing Xiao
2022 conf
IberLEF@SEPLN
Song Han, Haiyan Ding
2021 J jnl
Intell. Data Anal.
Guowang Du, Lihua Zhou, Kevin Lü, Haiyan Ding
2021 J jnl
BMC Medical Imaging
Jingnan Wang, Yunwen Shao, Bowei Liu, Xuezhu Wang, Barbara Katharina Geist, Xiang Li, Fang Li, Haitao Zhao, Marcus Hacker, Haiyan Ding, Hui Zhang, Li Huo
2021 conf
CONSTRAINT@AAAI
Siyao Zhou, Jie Li, Haiyan Ding
2020 conf
CLEF (Working Notes)
Jiao Che, Haiyan Ding, Xiaobing Zhou
2020 conf
SemEval@COLING
Junyi Li, Yuhang Wu, Bin Wang, Haiyan Ding
2020 conf
SemEval@COLING
Junyi Li, Bin Wang, Haiyan Ding
2020 conf
AIPR
Jingjing Xiao, Dongyue Si, Yanfang Wu, Meng Li, Jie Yin, Haiyan Ding
2020 conf
CLEF (Working Notes)
Shengyan Liu, Haiyan Ding, Xiaobing Zhou
2019 conf
CLEF (Working Notes)
Shengyan Liu, Xiaozhi Ou, Jiao Che, Xiaobing Zhou, Haiyan Ding
2019 conf
ICAIS (1)
Congrong Tang, Xin Xu, Haiyan Ding
2019 conf
SemEval@NAACL-HLT
Bin Wang, Haiyan Ding
2018 conf
ICCCS (6)
Congrong Tang, Xin Xu, Haiyan Ding
2011 conf
EMBC
Xinlin Hou, Haiyan Ding, Yichao Teng, Congle Zhou, Dandan Zhang
2010 J jnl
IEEE Trans. Biomed. Eng.
Dandan Zhang, Xiaofeng Jia, Haiyan Ding, Datian Ye, Nitish V. Thakor
2009 conf
HPCA (China)
Lei Hou, Haiyan Ding, Hanling Li, Lin Qiu
2008 conf
BMEI (2)
Dandan Zhang, Haiyan Ding, Xinlin Hou, Yunfeng Liu, Congle Zhou, Datian Ye
2004 conf
ISNN (2)
Haiyan Ding, Datian Ye
docs/apk-code-schema.md
← Index docs/apk-code-schema.md markdown
# APK Code Analysis — ClickHouse Schema

All tables follow the `ReplacingMergeTree(analysis_date)` pattern from
`docs/new-code-binja-schema.md`, except `code_apk_analysis_errors` which
uses `MergeTree()`.

**Companion PDD:** `APK_CODE_ANALYSIS_PDD-Tech_Annex.md` §7

---

## Table overview

| # | Table | Analog (Binja) | Engine | Key |
|---|-------|----------------|--------|-----|
| 1 | `code_apk_decompiled_methods_content` | `code_binja_decompiled_functions_content` | ReplacingMergeTree | `decompiled_method_hash` |
| 2 | `code_apk_decompiled_methods_references` | `code_binja_decompiled_functions_references` | ReplacingMergeTree | `(sha256, decompiled_method_hash)` |
| 3 | `code_apk_smali_methods_content` | `code_binja_disassembled_functions_content` | ReplacingMergeTree | `smali_method_hash` |
| 4 | `code_apk_smali_methods_references` | `code_binja_disassembled_functions_references` | ReplacingMergeTree | `(sha256, smali_method_hash)` |
| 5 | `code_apk_method_similarity_metrics` | `code_binja_function_similarity_metrics` | ReplacingMergeTree | `smali_method_hash` |
| 6 | `code_apk_cfg_methods` | `code_binja_cfg_functions` | ReplacingMergeTree | `smali_method_hash` |
| 7 | `code_binja_strings_raw` *(shared)* | — | Null (→ MV) | — |
| 8 | `code_apk_analysis_errors` | `function_analysis_errors_binja` | MergeTree | `(sha256, error_location, error_hash)` |

---

## Table 1: `code_apk_decompiled_methods_content`

**Analog:** `code_binja_decompiled_functions_content`

```sql
CREATE TABLE IF NOT EXISTS code_apk_decompiled_methods_content (
    decompiled_method_hash FixedString(64),          -- SHA-256 of normalized Java source
    decompiled_method String CODEC(ZSTD(3)),          -- Full Java method source
    decompiled_method_type Enum8('USER'=1, 'LIBRARY'=2, 'UNKNOWN'=5) DEFAULT 'UNKNOWN',
    decompiled_has_string_encryption UInt8 DEFAULT 0,
    decompiled_has_reflection_calls UInt8 DEFAULT 0,
    decompiled_excessive_goto_count UInt8 DEFAULT 0,
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_method_content_token lower(decompiled_method) TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY decompiled_method_hash;
```

## Table 2: `code_apk_decompiled_methods_references`

**Analog:** `code_binja_decompiled_functions_references`

```sql
CREATE TABLE IF NOT EXISTS code_apk_decompiled_methods_references (
    sha256 FixedString(64),
    decompiled_method_hash FixedString(64),
    smali_method_hash Nullable(FixedString(64)),
    decompiled_class_name LowCardinality(String),
    decompiled_method_name LowCardinality(String),
    decompiled_method_signature String,               -- Dalvik descriptor: (Landroid/os/Bundle;)V
    decompiled_method_prototype String,               -- Java-style: void onCreate(Bundle)
    functions_caller Array(String),
    functions_call Array(String),
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_decompiled_class_name decompiled_class_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_decompiled_method_name decompiled_method_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_functions_caller functions_caller TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_functions_call functions_call TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY (sha256, decompiled_method_hash);
```

## Table 3: `code_apk_smali_methods_content`

**Analog:** `code_binja_disassembled_functions_content`

```sql
CREATE TABLE IF NOT EXISTS code_apk_smali_methods_content (
    smali_method_hash FixedString(64),                -- SHA-256 of normalized smali body
    smali_method String CODEC(ZSTD(3)),               -- Full smali method body
    smali_method_type Enum8('USER'=1, 'LIBRARY'=2, 'UNKNOWN'=5) DEFAULT 'UNKNOWN',
    smali_instructions_count UInt32,
    smali_register_count UInt16,
    smali_has_string_encryption UInt8 DEFAULT 0,
    smali_has_reflection_calls UInt8 DEFAULT 0,
    smali_excessive_goto_count UInt8 DEFAULT 0,
    smali_flattened_score Float64 DEFAULT 0.0,       -- Control flow flattening score (0.01.0)
    smali_mba_score Float64 DEFAULT 0.0,             -- Mixed boolean-arithmetic score (0.01.0)
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_smali_ngram smali_method TYPE ngrambf_v1(3, 32768, 3, 0) GRANULARITY 1,
    INDEX idx_smali_method_type smali_method_type TYPE set(3) GRANULARITY 1,
    INDEX idx_smali_instr_count smali_instructions_count TYPE minmax GRANULARITY 4,
    INDEX idx_smali_reg_count smali_register_count TYPE minmax GRANULARITY 4,
    INDEX idx_smali_flattened smali_flattened_score TYPE minmax GRANULARITY 4,
    INDEX idx_smali_mba smali_mba_score TYPE minmax GRANULARITY 4
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

## Table 4: `code_apk_smali_methods_references`

**Analog:** `code_binja_disassembled_functions_references`

```sql
CREATE TABLE IF NOT EXISTS code_apk_smali_methods_references (
    sha256 FixedString(64),
    smali_method_hash FixedString(64),
    decompiled_method_hash Nullable(FixedString(64)),
    smali_class_name LowCardinality(String),
    smali_method_name LowCardinality(String),
    smali_method_signature String,
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_smali_class_name smali_class_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1,
    INDEX idx_smali_method_name smali_method_name TYPE tokenbf_v1(32768, 3, 0) GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY (sha256, smali_method_hash);
```

## Table 5: `code_apk_method_similarity_metrics`

**Analog:** `code_binja_function_similarity_metrics`

Content-based fuzzy matching table. Structural/CFG scalars (block_count, edge_count, etc.)
are in `code_apk_cfg_methods` (Table 6) — this table holds only fuzzy hashes and MinHash.

```sql
CREATE TABLE IF NOT EXISTS code_apk_method_similarity_metrics (
    smali_method_hash FixedString(64),
    -- Raw smali fuzzy hashes (analog: ssdeep_disassembly / tlsh_disassembly)
    ssdeep_smali Nullable(String),
    tlsh_smali Nullable(FixedString(72)),
    -- Semantically normalized smali fuzzy hashes (analog: ssdeep_llil / tlsh_llil)
    ssdeep_smali_normalized Nullable(String),
    tlsh_smali_normalized Nullable(FixedString(72)),
    minhash Array(UInt8),
    analysis_date DateTime64(3, 'UTC'),

    INDEX idx_ssdeep ssdeep_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_tlsh tlsh_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_ssdeep_norm ssdeep_smali_normalized TYPE bloom_filter GRANULARITY 1,
    INDEX idx_tlsh_norm tlsh_smali_normalized TYPE bloom_filter GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

## Table 6: `code_apk_cfg_methods`

**Analog:** `code_binja_cfg_functions` (see `db_migration/cfg_functions_ddl.sql`)

Structural and topological features computed from smali CFG. All fields mirror
the Binja table with APK-appropriate naming.

```sql
CREATE TABLE IF NOT EXISTS code_apk_cfg_methods (
    -- Identity
    smali_method_hash FixedString(64),

    -- Tier 0: Exact structural match
    cfg_topology_hash FixedString(16),

    -- Tier 1: Structural pre-filtering
    block_count UInt16,
    edge_count UInt16,
    cfg_instructions_count UInt32,            -- Dalvik instruction count (analog: llil_total_operations)
    call_count UInt16,
    cyclomatic_complexity UInt16,
    loop_count UInt16,
    max_depth UInt16,
    max_fan_out UInt16,
    md_index_topdown UInt64,
    md_index_bottomup UInt64,
    prime_product_smali UInt64,              -- Dalvik semantic primes (analog: prime_product_llil)

    -- Tier 2: Fuzzy matching
    cfg_feature_tlsh Nullable(FixedString(72)),
    wl_minhash Array(UInt8),

    -- Embedding-ready storage
    bb_features Array(Array(UInt16)),        -- ACFG block feature vectors
    cfg_adjacency Array(UInt32),             -- Packed (src << 16 | tgt)

    analysis_date DateTime64(3, 'UTC'),

    -- Indexes
    INDEX idx_topology cfg_topology_hash TYPE bloom_filter GRANULARITY 1,
    INDEX idx_complexity cyclomatic_complexity TYPE minmax GRANULARITY 4,
    INDEX idx_block_count block_count TYPE minmax GRANULARITY 4,
    INDEX idx_edge_count edge_count TYPE minmax GRANULARITY 4,
    INDEX idx_call_count call_count TYPE minmax GRANULARITY 4,
    INDEX idx_cfg_instr_count cfg_instructions_count TYPE minmax GRANULARITY 4,
    INDEX idx_loop_count loop_count TYPE minmax GRANULARITY 4,
    INDEX idx_max_depth max_depth TYPE minmax GRANULARITY 4,
    INDEX idx_max_fan_out max_fan_out TYPE minmax GRANULARITY 4,
    INDEX idx_md_topdown md_index_topdown TYPE minmax GRANULARITY 4,
    INDEX idx_md_bottomup md_index_bottomup TYPE minmax GRANULARITY 4,
    INDEX idx_prime prime_product_smali TYPE bloom_filter GRANULARITY 1,
    INDEX idx_cfg_tlsh cfg_feature_tlsh TYPE bloom_filter GRANULARITY 1
) ENGINE = ReplacingMergeTree(analysis_date)
ORDER BY smali_method_hash;
```

**Column mapping (APK → Binja):**

| APK column | Binja column | Notes |
|------------|-------------|-------|
| `smali_method_hash` | `disassembled_function_hash` | Both SHA-256 of normalized code |
| `cfg_instructions_count` | `llil_total_operations` | Dalvik instructions vs LLIL operations |
| `prime_product_smali` | `prime_product_llil` | Same prime algorithm, Dalvik semantic categories |
| All others | Same name | Identical algorithms from shared `cfg_features.py` |

## Table 7: `code_binja_strings_raw` (shared)

APK strings are inserted into the existing `code_binja_strings_raw` Null-engine table,
which feeds materialized views (`code_binja_strings_by_binary`, `mv_string_popularity_public`).
This enables cross-format string correlation between PE/ELF/Mach-O/APK samples.

No new table creation needed — see `docs/new-code-binja-schema.md` for the existing DDL.

## Table 8: `code_apk_analysis_errors`

**Analog:** `function_analysis_errors_binja`

```sql
CREATE TABLE IF NOT EXISTS code_apk_analysis_errors (
    sha256 FixedString(64),
    class_name Nullable(String) CODEC(ZSTD(3)),
    method_name Nullable(String) CODEC(ZSTD(3)),
    error_location LowCardinality(String) CODEC(ZSTD(3)),   -- 'jadx', 'apktool', 'androguard', 'analysis'
    error_message Nullable(String) CODEC(ZSTD(3)),
    error_type Nullable(String) CODEC(ZSTD(3)),
    error_hash FixedString(32),                               -- MD5 for dedup
    status Enum8('new' = 1, 'investigating' = 2, 'fixed' = 3, 'wontfix' = 4) DEFAULT 'new',
    analysis_date DateTime64(3, 'UTC')
) ENGINE = MergeTree()
ORDER BY (sha256, error_location, error_hash);
```