Na Xia

47 papers A* 1B 2Misc 2Journal 30Unranked 12
YearRankTypeTitle / Venue / Authors
2026 A* conf
AAAI
Xu Liu, Na Xia, Jinxing Zhou, Jingyuan Xu, Dan Guo
2026 J jnl
IEEE Trans. Mob. Comput.
Na Xia, Sizhou Wei, Meng Li, Yin Wang, Jiashan Wan
2026 J jnl
IEEE Trans. Green Commun. Netw.
Na Xia, Zijian Wang, Yutao Yin, Jiashan Wan, Yin Wang, Lei Chen, Sizhou Wei
2026 J jnl
IEEE Internet Things J.
Lei Chen, Na Xia, Meng Li, Xu Liu
2026 J jnl
IEEE Trans. Emerg. Top. Comput. Intell.
Na Xia, Xu Liu, Sizhou Wei, Lei Chen, Haoyu Ping
2026 J jnl
Pattern Anal. Appl.
Tingting Yao, Zihao Feng, Yuan Gao, Qing Hu, Na Xia
2025 J jnl
CoRR
Xu Liu, Na Xia, Jinxing Zhou, Jingyuan Xu, Dan Guo
2025 J jnl
Int. J. Commun. Syst.
Jiasen Zhang, Xiaoxun Yang, Wei Zhu, Dongjie Wu, Jiashan Wan, Na Xia
2025 J jnl
IEEE Trans. Commun.
Yin Wang, Na Xia, Yutao Yin, Sizhou Wei
2025 J jnl
Expert Syst. Appl.
Jiashan Wan, Na Xia, Bing Cai, Gongwen Li, Sizhou Wei, Xulei Pan
2025 J jnl
IEEE Trans. Netw. Serv. Manag.
Yin Wang, Na Xia, Bin Chen, Yutao Yin, Lei Chen, Zijian Wang, Sizhou Wei, Ke Zhang
2025 J jnl
IEEE Trans. Netw. Serv. Manag.
Na Xia, Lei Chen, Meng Li, Yutao Yin, Ke Zhang
2025 J jnl
IEEE Trans. Emerg. Top. Comput. Intell.
Jiashan Wan, Na Xia, Gongwen Li, Jingyang Li, Jinhua Wu, Xulei Pan, Mengqi Lian
2025 J jnl
IEEE Internet Things J.
Lei Chen, Na Xia, Meng Li, Yin Wang, Jiashan Wan, Sizhou Wei, Xu Liu
2025 J jnl
J. Circuits Syst. Comput.
Gongwen Li, Dan Meng, Jiahui Chen, Na Xia, Chao Kong
2025 J jnl
ACM Trans. Multim. Comput. Commun. Appl.
Xu Liu, Na Xia, Jinxing Zhou, Zhangbin Li, Dan Guo
2024 J jnl
Neural Networks
Jiashan Wan, Na Xia, Yutao Yin, Xulei Pan, Jin Hu, Jun Yi
2024 conf
ICIC (4)
Jie Huang, Chengzhi Liu, Longyue Li, Xu Liu, Na Xia
2023 J jnl
ACM Trans. Sens. Networks
Na Xia, Yin Wang, Bin Chen, Hua-Zheng Du, Chaonong Xu, Rong Zheng
2023 conf
EITCE
Huazheng Du, Duoli Feng, Na Xia
2023 J jnl
Multim. Tools Appl.
Tingting Yao, Yue Liang, Lelin Zhang, Na Xia, Qing Hu
2023 J jnl
ACM Trans. Sens. Networks
Na Xia, Yin Wang, Qiong Wu, Chenguang Yuan, Xinyi Wen, Yue Wu, Longya Lang
2022 J jnl
Neurocomputing
Na Xia, Cong Wang, Huaizhen Peng, Zhongqiu Zhao, Yuqing Chen, Peipei Wang, Hua-Zheng Du, Sheng Ding, Yongtang Yu
2021 conf
ICIC (1)
Na Xia, Lin-Mei Luo, Hua-Zheng Du, Pei-Pei Wang, Yongtang Yu, Ji-wen Zhang
2020 J jnl
IEEE Access
Hua-Zheng Du, Yunqing Hong, Na Xia, Guofu Zhang, Yongtang Yu, Jiwen Zhang
2020 J jnl
Int. J. Distributed Sens. Networks
Na Xia, Qinan Zhi, Menghua He, Yunqing Hong, Hua-Zheng Du
2020 J jnl
IEEE Access
Na Xia, Yunqing Hong, Muhammad Sulaiman Khan, Xinyi Wen, Hua-Zheng Du
2018 J jnl
IEEE Trans. Veh. Technol.
Na Xia, Chu Wang, Yongtang Yu, Hua-Zheng Du, Chaonong Xu, Jianguo Zheng
2018 J jnl
Int. J. Distributed Sens. Networks
Hua-Zheng Du, Guoye Chen, Xuegang Hu, Na Xia, Biaodian Xu
2017 J jnl
IEEE Trans. Mob. Comput.
Na Xia, Yuanxiao Ou, Shiliang Wang, Rong Zheng, Hua-Zheng Du, Chaonong Xu
2015 conf
CyberC
Sheng Ding, Na Xia, Peipei Wang, Shaojie Li, Yuanxiao Ou
2014 J jnl
Sensors
Hua-Zheng Du, Na Xia, Rong Zheng
2013 J jnl
J. Comput. Sci. Technol.
Hua-Zheng Du, Na Xia, Jianguo Jiang, Lina Xu, Rong Zheng
2013 J jnl
Int. J. Distributed Sens. Networks
Na Xia, Lina Xu, Chengchun Ni
2013 J jnl
Ad Hoc Sens. Wirel. Networks
Na Xia, Hua-Zheng Du, Shuangjiang Li, Rong Zheng, Ruji Feng
2012 conf
WASA
Na Xia, Ruji Feng, Lina Xu
2011 B conf
GLOBECOM
Pallavi Arora, Na Xia, Rong Zheng
2010 Misc conf
ICNC
Na Xia, Changsheng Wang, Xingqi Shang, Chunhua yu
2010 B conf
GLOBECOM
Na Xia, Khuong Vu, Rong Zheng
2008 conf
ISCSCT (1)
Na Xia, Mei Tang, Jianguo Jiang, Dun Li, Hao-wei Qian
2007 conf
LSMS (1)
Chunhua yu, Xueqiao Du, Na Xia
2007 conf
SNPD (1)
Xiang Yin, Jianguo Jiang, Na Xia
2007 Misc conf
International Conference on Computational Science (4)
Na Xia, Jianguo Jiang, Meibin Qi, Chunhua yu, Yue Huang, Qi Zhang
2007 conf
ICNC (4)
Jianguo Jiang, Yong Li, Na Xia
2007 conf
FSKD (2)
Jianguo Jiang, Zhaopin Su, Na Xia, Guofu Zhang
2006 conf
SEAL
Guofu Zhang, Jianguo Jiang, Na Xia, Zhaopin Su
2004 conf
IAT
Na Xia, Jianguo Jiang, Yaling Hu
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);
```