Nataliya Boyko

61 papers C 8Misc 6Journal 3Unranked 44
YearRankTypeTitle / Venue / Authors
2026 J jnl
Appl. Comput. Intell. Soft Comput.
Nataliya Boyko, Bohdan Salabay
2025 conf
MoDaST
Nataliya Boyko, Yaroslav Borys
2024 conf
SMARTINDUSTRY
Nataliya Boyko, Petro Telishevskyi, Sotirios Argyroudis
2023 J jnl
Int. J. Comput.
Nataliya Boyko
2023 conf
SCIA
Nataliya Boyko, Oleksandra Dypko
2023 Misc conf
CSIT
Nataliya Boyko, Levon Arutiunov
2023 C conf
IDDM
Nataliya Boyko, Iryna Dosiak
2023 Misc conf
CSIT
Nataliya Boyko, Viktor Zhakhalov
2022 conf
COLINS
Nataliya Boyko, Iryna Khomyshyn, Natalia Ortynska, Viktoria Terletska, Oksana Bilyk, Oleksandra Hasko
2022 conf
IntelITSIS
Nataliya Boyko, Oleksandr Tkachyk
2022 conf
IntelITSIS
Nataliya Boyko, Vladyslav Mykhailyshyn
2022 conf
CMIS
Nataliya Boyko, Oleksandr Tkachyk
2022 conf
MoMLeT+DS
Nataliya Boyko, Yaroslav Rohan, Svitlana Honchar
2022 conf
CMIS
Nataliya Boyko, Vladyslav Mykhailyshyn
2022 conf
ISDMCI
Nataliya Boyko
2022 conf
CITRisk
Nataliya Boyko, Roman Omeliukh, Nataliia Duliaba
2022 Misc conf
CSIT
Nataliya Boyko, Yuliia Kholodetska
2021 C conf
IDDM
Nataliya Boyko, Iryna Dosiak
2021 conf
COLINS
Nataliya Boyko, Petro Telishevskyi, Beata Kushka
2021 conf
ISDMCI
Nataliya Boyko, Khrystyna Kmetyk-Podubinska, Iryna Andrusiak
2021 conf
COLINS
Nataliya Boyko, Andriy Pytel
2021 conf
COLINS
Nataliya Boyko, Rostyslav Hlynka
2021 conf
CITRisk
Nataliya Boyko, Mariia Rizhko
2021 J jnl
Int. J. Comput.
Nataliya Boyko, Andriy Pytel
2021 conf
MoMLeT+DS
Nataliya Boyko, Olena Moroz
2021 conf
CSIT (1)
Nataliya Boyko, Yaroslav Zhyhaylo
2021 conf
COLINS
Nataliya Boyko, Solomiya Hetman, Iryna Kots
2021 conf
CSIT (1)
Nataliya Boyko, Yaroslav Hladun
2021 conf
MoMLeT+DS
Nataliya Boyko, Mariia Yatskiv
2021 conf
IT&AS
Nataliya Boyko, Lyubov Zalizn, Anna Starukh, Yurii Kryvenchuk, Yuriy Malynovskyy
2021 conf
IT&AS
Nataliya Boyko, Oksana Yurynets, Iryna Shevchuk, Yurii Kryvenchuk, Tetiana Helzhynska
2021 conf
ProfIT AI
Tetiana Bilushchak, Viktoriia Dobrovolska, Iryna Ivanochko, Nataliya Boyko
2021 conf
CITRisk
Nataliya Boyko, Anastasiia Hrynyshyn
2020 C conf
IDDM
Nataliya Boyko, Karina Boksho
2020 conf
COLINS
Nataliya Boyko, Lesia I. Mochurad, Iryna Stetsiv, Yurii Kryvenchuk
2020 conf
COLINS
Lesia I. Mochurad, Nataliya Boyko, Maryana Bortnikova
2020 conf
COAPSN
Lesia I. Mochurad, Nataliya Boyko, Vasyl Sheketa
2020 conf
COAPSN
Lesia I. Mochurad, Nataliya Boyko, Vasyl Sheketa
2020 conf
COLINS
Lesia I. Mochurad, Nataliya Boyko, Nataliia Petryshyn, Myroslava Potokij, Mariia Yatskiv
2020 C conf
IDDM
Nataliya Boyko, Nazar Tkachuk
2020 C conf
IDDM
Nataliya Boyko, Bohdan Mandych
2019 conf
CSIT (3)
Nataliia Kunanets, Ostap Vasiuta, Nataliya Boyko
2019 conf
MoMLeT
Nataliya Boyko, Andriy Bronetskyi, Nataliya Shakhovska
2019 C conf
IDDM
Nataliya Boyko, Olena Pylypiv, Yulia Peleshchak, Yurii Kryvenchuk, Jaime Campos
2019 conf
EUSPN/ICTH
Nataliya Shakhovska, Nataliya Boyko, Yevgen Zasoba, Eleonora Benova
2019 conf
CMiGIN
Nataliya Boyko, Hanna Komarnytska, Yurii Kryvenchuk, Yuriy Malynovskyy
2019 conf
CybHyg
Nataliya Boyko, Lesia I. Mochurad, Oksana Chervinska
2019 conf
CMiGIN
Lesia I. Mochurad, Nataliya Boyko, Natalia Stanasiuk
2019 C conf
IDDM
Nataliya Boyko, Maxim Kuba, Lesia I. Mochurad, Sergio Montenegro
2019 conf
DCSMart
Nataliya Boyko, Khrystyna Shakhovska, Lesia I. Mochurad, Jaime Campos
2019 conf
CybHyg
Nataliya Boyko, Lesia I. Mochurad, Iryna Andrusiak, Yurii Drevnytskyi
2019 Misc conf
CSIT
Lesia I. Mochurad, Nataliya Boyko
2019 C conf
IDDM
Yurii Kryvenchuk, Ihor Helzynskyy, Tetiana Helzhynska, Nataliya Boyko, Roman Danel
2019 conf
CSIT (1)
Nataliya Boyko, Volodymyr Solohub, Andrii Stasiuk
2019 conf
CybHyg
Nataliya Boyko, Lesia I. Mochurad, Uliana Parpan, Oleh Basystiuk
2018 conf
DSMP
Nataliya Boyko, Oleg Basystiuk, Nataliya Shakhovska
2018 conf
CSIT (2)
Nataliya Boyko, Nataliya Shakhovska
2018 Misc conf
CSIT
Nataliya Shakhovska, Nataliya Boyko, Petro Pukach
2018 conf
ISCIS
Nataliya Boyko, Volodymyr Korkishko, Bohdan Dohnyak, Olena Vovk
2018 conf
MECO
Nataliya Boyko, Tetyana Sviridova, Nataliya Shakhovska
2016 Misc conf
CSIT
Nataliya Boyko
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);
```