Jakub Segen

49 papers A* 5A 2B 3Misc 3Journal 4Unranked 32
YearRankTypeTitle / Venue / Authors
2024 conf
EUROCAST (2)
Artur Bak, Ryszard Klempous, Jakub Segen, Jan Nikodem, Jerzy W. Rozenblit, Zenon Chaczko, Michal Kulbacki, Katarzyna Gruszecka, Marta Skoczynska, Atsushi Ito, Wojciech Bozejko, Dariusz Jagielski, Anna Panejko, Hubert Kowalczyk, Konrad Kluwak, Konrad Wojciechowski, Marek Kulbacki
2024 conf
EUROCAST (2)
Marek Kulbacki, Jakub Segen, Michal Kulbacki, Zenon Chaczko, Wojciech Bozejko, Carmen Paz Suárez Araujo, Ryszard Klempous, Marcin Bonikowski
2024 conf
EUROCAST (2)
Marek Kulbacki, Jakub Segen, Zenon Chaczko, Michal Kulbacki, Jan Nikodem, Ryszard Klempous, Artur Bak, Jerzy W. Rozenblit, Dorota Zysko, Bruno Hrymniak, Dariusz Jagielski
2023 J jnl
Sensors
Marek Kulbacki, Jakub Segen, Zenon Chaczko, Jerzy W. Rozenblit, Michal Kulbacki, Ryszard Klempous, Konrad Wojciechowski
2018 conf
ACIIDS (2)
Marek Kulbacki, Jakub Segen, Slawomir Wojciechowski, Kamil Wereszczynski, Jerzy Pawel Nowacki, Aldona Drabik, Konrad Wojciechowski
2017 conf
ACIIDS (2)
Agnieszka Michalczuk, Kamil Wereszczynski, Jakub Segen, Henryk Josinski, Konrad Wojciechowski, Artur Bak, Slawomir Wojciechowski, Aldona Drabik, Marek Kulbacki
2017 conf
ACIIDS (2)
Kamil Wereszczynski, Agnieszka Michalczuk, Jakub Segen, Magdalena Pawlyta, Artur Bak, Jerzy Pawel Nowacki, Marek Kulbacki
2016 conf
ICCCI (2)
Konrad Wojciechowski, Bogdan Smolka, Rafal Cupek, Adam Ziebinski, Karolina Nurzynska, Marek Kulbacki, Jakub Segen, Marcin Fojcik, Pawel Mielnik, Sebastian Hein
2016 conf
ACIIDS (2)
Konrad Kluwak, Jakub Segen, Marek Kulbacki, Aldona Drabik, Konrad W. Wojciechowski
2016 conf
ACIIDS (2)
Julita Kulbacka, Marek Kulbacki, Jakub Segen, Grzegorz Chodaczek, Magda Dubinska-Magiera, Jolanta Saczko
2016 conf
ACIIDS (2)
Jakub Segen, Kamil Wereszczynski, Marek Kulbacki, Artur Bak, Marzena Wojciechowska
2016 conf
ACIIDS (2)
Michal Staniszewski, Mateusz Kloszczyk, Jakub Segen, Kamil Wereszczynski, Aldona Drabik, Marek Kulbacki
2016 conf
ACIIDS (2)
Artur Bak, Marek Kulbacki, Jakub Segen, Dawid Swiatkowski, Kamil Wereszczynski
2016 conf
ACIIDS (2)
Slawomir Wojciechowski, Marek Kulbacki, Jakub Segen, Rafal Wycislok, Artur Bak, Kamil Wereszczynski, Konrad W. Wojciechowski
2016 conf
ACIIDS (2)
Marek Kulbacki, Kamil Wereszczynski, Jakub Segen, Michal Sachajko, Artur Bak
2015 conf
ACIIDS (2)
Julita Kulbacka, Marek Kulbacki, Jakub Segen, Anna Choromanska, Jolanta Saczko, Magda Dubinska-Magiera, Malgorzata Kotulska
2015 conf
ACIIDS (2)
Adam Gudys, Kamil Wereszczynski, Jakub Segen, Marek Kulbacki, Aldona Drabik
2015 conf
ACIIDS (2)
Marek Kulbacki, Jerzy Pawel Nowacki, Andrzej W. Przybyszewski, Jakub Segen, Magdalena Lahor, Bartosz Jablonski, Marzena Wojciechowska
2015 conf
ACIIDS (2)
Kamil Wereszczynski, Jakub Segen, Marek Kulbacki, Konrad W. Wojciechowski, Pawel Mielnik, Marcin Fojcik
2015 conf
ACIIDS (2)
Jakub Segen, Marek Kulbacki, Kamil Wereszczynski
2014 conf
ACIIDS (2)
Marek Kulbacki, Jakub Segen, Jerzy Pawel Nowacki
2014 Misc conf
ICCVG
Marek Kulbacki, Jakub Segen, Piotr Habela, Mateusz Janiak, Wojciech Kniec, Marcin Fojcik, Pawel Mielnik, Konrad W. Wojciechowski
2014 Misc conf
ICCVG
Kamil Wereszczynski, Jakub Segen, Marek Kulbacki, Pawel Mielnik, Marcin Fojcik, Konrad W. Wojciechowski
2014 Misc conf
ICCVG
Adam Gudys, Jakub Rosner, Jakub Segen, Konrad W. Wojciechowski, Marek Kulbacki
2014 conf
ACIIDS (2)
Marek Kulbacki, Jakub Segen, Kamil Wereszczynski, Adam Gudys
2004 A conf
Conference on Designing Interactive Systems
Marek Walczak, Michael McAllister, Jakub Segen
2004 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Marek Kulbacki, Bartosz Jablonski, Ryszard Klempous, Jakub Segen
2000 J jnl
Commun. ACM
Jakub Segen, Senthil Kumar
2000 B conf
ICPR
Jakub Segen, Senthil Kumar, Joshua Gluckman
1999 conf
HCI (1)
Jakub Segen, Senthil Kumar
1999 conf
ICMCS, Vol. 1
Senthil Kumar, Jakub Segen
1999 A* conf
CVPR
Jakub Segen, Senthil Kumar
1999 conf
SIGGRAPH Abstracts and Applications
Jakub Segen
1998 B conf
ICPR
Jakub Segen, Senthil Kumar
1998 A* conf
ACM Multimedia
Jakub Segen, Senthil Kumar
1998 conf
SIGGRAPH Abstracts and Applications
Jakub Segen
1998 conf
ICIP (3)
Jakub Segen, Senthil Kumar
1998 conf
ACM Multimedia: Face/Gesture Recognition and Their Applications
Jakub Segen, Senthil Kumar
1998 conf
ACM Multimedia: Technologies for Interactive Movies
Jakub Segen, Senthil Kumar
1996 B conf
ICPR
Jakub Segen
1996 A conf
WACV
Gopal Sarma Pingali, Jakub Segen
1990 conf
ML
Jakub Segen
1989 conf
ML
Jakub Segen
1989 A* conf
CVPR
Jakub Segen
1988 A* conf
ICRA
Garfield B. Dunn, Jakub Segen
1988 conf
ML
Jakub Segen
1988 conf
ML
Jakub Segen
1985 A* conf
IJCAI
Jakub Segen
1980 J jnl
IEEE Trans. Inf. Theory
Jakub Segen, Arthur C. Sanderson
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);
```