Haigang Zhang

72 papers A* 1A 1B 3C 1Journal 37Unranked 29
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Fuxiang Sun, Xi Jiang, Jiansheng Wu, Haigang Zhang, Feng Zheng, Jinfeng Yang
2025 J jnl
PeerJ Comput. Sci.
Jipeng Feng, Haigang Zhang, Zhifeng Wang
2025 J jnl
Adv. Eng. Informatics
Yu Ren, Lun Zhao, Yongtao Zhang, Yiyao Liu, Jinfeng Yang, Haigang Zhang, Baiying Lei
2025 J jnl
J. Frankl. Inst.
Haigang Zhang, Wenzhao Teng, Xianhong He, Haoyi Que, Yujun Zhang
2025 A* conf
EMNLP
Xiangchen Wang, Jinrui Zhang, Teng Wang, Haigang Zhang, Feng Zheng
2025 J jnl
CoRR
Xiangchen Wang, Jinrui Zhang, Teng Wang, Haigang Zhang, Feng Zheng
2024 conf
KSEM (3)
Haigang Zhang, Wenzhao Teng, Shan Gao, Yujun Zhang, Zhiwei Sun
2024 J jnl
IET Image Process.
Haigang Zhang, Zihao Zhao, Jinfeng Yang
2024 conf
CSAI
Boyan Sun, Wenyu Zhang, Qiuxia Chen, Haigang Zhang
2024 J jnl
CoRR
Jiarui Yang, Tao Dai, Naiqi Li, Junxi Wu, Peiyuan Liu, Jinmin Li, Jigang Bao, Haigang Zhang, Shutao Xia
2024 conf
ECCV (68)
Jinrui Zhang, Teng Wang, Haigang Zhang, Ping Lu, Feng Zheng
2024 J jnl
CoRR
Jinrui Zhang, Teng Wang, Haigang Zhang, Ping Lu, Feng Zheng
2024 J jnl
Eng. Appl. Artif. Intell.
Xianglong Meng, Hao Feng, Yu Ren, Haigang Zhang, Weidong Zou, Xinyu Ouyang
2024 J jnl
Comput. Electr. Eng.
Feifan Yi, Haigang Zhang, Jinfeng Yang, Liming He, Ahmad Sufril Azlan Mohamed, Shan Gao
2023 J jnl
WIREs Data. Mining. Knowl. Discov.
Weipeng Cao, Yuhao Wu, Yixuan Sun, Haigang Zhang, Jin Ren, Dujuan Gu, Xingkai Wang
2023 conf
CIS-RAM
Zhijian Hu, Haigang Zhang, Yao Guo, Jiarong Yao, Jiangpeng Li, Rong Su, Boon Siew Han, Alvin Hong Yee Wong
2023 J jnl
PeerJ Comput. Sci.
Haigang Zhang, Dong Wang, Zhibin Chen, Ronghui Pan
2023 conf
CASE
Xinxin Wang, Haigang Zhang, Weipeng Cao, Yuanfei Xue, Yang Xu
2023 J jnl
Appl. Intell.
Xingping Sun, Tian Zhang, Jing Xu, Haigang Zhang, Hongwei Kang, Yong Shen, Qingyi Chen
2023 J jnl
Neural Networks
Haigang Zhang, Xianglong Meng, Weipeng Cao, Ye Liu, Zhong Ming, Jinfeng Yang
2023 conf
ACPR (2)
Peng Sun, Haigang Zhang, Jinfeng Yang, Dong Wei
2023 J jnl
Int. J. Inf. Commun. Technol.
Haigang Zhang, Xuan Chen, Piao Liu, Decheng Zhao, Bulai Wang, Jinbai Zou, Minglai Yang
2023 J jnl
IET Biom.
Zhitao Wu, Hongxu Qu, Haigang Zhang, Jinfeng Yang
2023 J jnl
J. Frankl. Inst.
Haigang Zhang, Haoyi Que, Jin Ren, Zhengguang Wu
2023 J jnl
Comput. Electr. Eng.
Haigang Zhang, Ronghui Pan, Fengjun Chang, Liming He, Zhongming Dong, Jinfeng Yang
2022 J jnl
Multim. Tools Appl.
Zihao Zhao, Haigang Zhang
2022 conf
CCBR
Yihua Shi, Guanglin Ma, Jin Ren, Haigang Zhang, Jinfeng Yang
2022 J jnl
IEEE Access
Xiong Yang, Jin Ren, Junchen Li, Haigang Zhang, Jinfeng Yang
2022 conf
PRCV (4)
Modi Wu, Feifan Yi, Haigang Zhang, Xinyu Ouyang, Jinfeng Yang
2022 J jnl
J. Netw. Syst. Manag.
Filip Rezabek, Marcin Bosk, Thomas Paul, Kilian Holzinger, Sebastian Gallenmüller, Angela Gonzalez Mariño, Abdoul Kane, Francesc Fons, Haigang Zhang, Georg Carle, Jörg Ott
2022 J jnl
Comput. Electr. Eng.
Yu Ren, Haigang Zhang, Hongxing Sun, Guanglin Ma, Jin Ren, Jinfeng Yang
2022 J jnl
Int. J. Inf. Commun. Technol.
Haigang Zhang, Xuan Chen, Piao Liu, Decheng Zhao, Bulai Wang
2022 B conf
NOMS
Kilian Holzinger, Franz Biersack, Henning Stubbe, Angela Gonzalez Mariño, Abdoul Kane, Francesc Fons, Haigang Zhang, Thomas Wild, Andreas Herkersdorf, Georg Carle
2022 conf
CCBR
Zhuolin Zhao, Haigang Zhang, Zhibin Chen, Jinfeng Yang
2021 conf
CCBR
Hongxu Qu, Haigang Zhang, Jinfeng Yang, Zhitao Wu, Liming He
2021 J jnl
Entropy
Yong Shen, Wangzhen Cai, Hongwei Kang, Xingping Sun, Qingyi Chen, Haigang Zhang
2021 conf
VNC
Marcin Bosk, Filip Rezabek, Kilian Holzinger, Angela Gonzalez Mariño, Abdoul Kane, Francesc Fons, Haigang Zhang, Georg Carle, Jörg Ott
2021 B conf
CNSM
Filip Rezabek, Marcin Bosk, Thomas Paul, Kilian Holzinger, Sebastian Gallenmüller, Angela Gonzalez Mariño, Abdoul Kane, Francesc Fons, Haigang Zhang, Georg Carle, Jörg Ott
2021 conf
CCBR
Mengna Wen, Haigang Zhang, Jinfeng Yang
2021 J jnl
Multim. Tools Appl.
Shanshan Du, Jinfeng Yang, Haigang Zhang, Bob Zhang, Zhigang Su
2021 conf
CCBR
Zihao Zhao, Ziyun Ye, Jinfeng Yang, Haigang Zhang
2021 conf
NFV-SDN
Angela Gonzalez Mariño, Francesc Fons, Haigang Zhang, Juan-Manuel Moreno Aróstegui
2021 conf
NoCArc@MICRO
Angela Gonzalez Mariño, Francesc Fons, Haigang Zhang, Juan-Manuel Moreno Aróstegui
2021 J jnl
IEEE Access
Haigang Zhang, Shaolun Sun, Sen Zhang
2021 A conf
CoNEXT
Kilian Holzinger, Henning Stubbe, Franz Biersack, Angela Gonzalez Mariño, Abdoul Kane, Francisco Fons Lluis, Haigang Zhang, Thomas Wild, Andreas Herkersdorf, Georg Carle
2021 conf
VNC
Angela Gonzalez Mariño, Francesc Fons, Haigang Zhang, Juan-Manuel Moreno Aróstegui
2020 J jnl
IEEE Access
Yue Zhu, Yutao Zhang, Haigang Zhang, Jinfeng Yang, Zihao Zhao
2020 J jnl
Int. J. Mach. Learn. Cybern.
Haigang Zhang, Jinfeng Yang, Guimin Jia, Shaocheng Han, Xinran Zhou
2019 conf
ICCPR
Yuanqing Liu, Xiaojing Guo, Haigang Zhang, Jinfeng Yang
2019 J jnl
IEEE Access
Jinfeng Yang, Zihao Zhao, Haigang Zhang, Yihua Shi
2019 conf
IScIDE (2)
Junchen Li, Haigang Zhang, Jinfeng Yang
2019 conf
SSCI
Li Wang, Haigang Zhang, Jingfeng Yang
2019 J jnl
IEEE Access
Haigang Zhang, Shuyi Li, Yihua Shi, Jinfeng Yang
2019 J jnl
Sensors
Shuyi Li, Haigang Zhang, Yihua Shi, Jinfeng Yang
2019 J jnl
Sensors
Yaqin Liu, Haigang Zhang, Ziyang Li, Xiaohan Wang, Jun Ma
2019 J jnl
Inf. Technol. Control.
Haigang Zhang
2019 conf
IScIDE (1)
Jiuyuan An, Haigang Zhang, Yue Zhu, Jinfeng Yang
2019 conf
CCBR
Tengfei Zhao, Haigang Zhang, Yutao Zhang, Jinfeng Yang
2018 conf
PRCV (1)
Zihao Zhao, Haigang Zhang, Jinfeng Yang
2018 conf
ELM
Haigang Zhang, Jinfeng Yang, Guimin Jia, Shaocheng Han
2018 conf
CCBR
Shuyi Li, Haigang Zhang, Guimin Jia, Jinfeng Yang
2018 conf
PRCV (1)
Dan Li, Xiaojing Guo, Haigang Zhang, Guimin Jia, Jinfeng Yang
2018 J jnl
Memetic Comput.
Haigang Zhang, Sen Zhang, Yixin Yin
2018 J jnl
Int. J. Mach. Learn. Cybern.
Haigang Zhang, Sen Zhang, Yixin Yin, Xianzhong Chen
2018 conf
PRCV (2)
Maoshu Xu, Haigang Zhang, Jinfeng Yang
2017 J jnl
Neurocomputing
Haigang Zhang, Sen Zhang, Yixin Yin
2016 J jnl
Neurocomputing
Haigang Zhang, Yixin Yin, Sen Zhang
2013 conf
IScIDE
Haigang Zhang, Sen Zhang, Yixin Yin
2010 conf
FSKD
Xiaobin Li, Zhe Xu, Haigang Zhang, Haibo Wang
2004 C conf
ISCC
Yuling Zhang, Dongfeng Yuan, Haigang Zhang
2004 conf
CCNC
Piming Ma, Dongfeng Yuan, Xiumei Yang, Haigang Zhang
2003 B conf
PIMRC
Haigang Zhang, Dongfeng Yuan, Piming Ma, Xiumei Yang
yara/README.md
← Index yara/README.md markdown
# YARA Rules Directory

This folder contains YARA rules for scanning binary samples.

## Setting Up YARA-Forge Rules

To use the YARA-Forge rules from [https://github.com/YARAHQ/yara-forge](https://github.com/YARAHQ/yara-forge):

```bash
# Download the latest release
cd /path/to/redb/yara
# wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-core.zip
wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-extended.zip

# Extract rules
# unzip yara-forge-rules-core.zip
unzip yara-forge-rules-extended.zip
```

Available packages:
- `yara-forge-rules-core.zip` - Core rules (~5,000 rules)
- `yara-forge-rules-extended.zip` - Extended rules (~10,000 rules)
- `yara-forge-rules-full.zip` - Full rules (~11,000+ rules)

## Pre-compiling Rules (Recommended for Production)

For large rulesets like YARA-Forge, pre-compiling rules significantly improves startup time:

```bash
# Pre-compile all rules into a single .yarac file
python -m redb.extractors.yara --compile

# Or specify custom paths
python -m redb.extractors.yara --compile --rules-path /path/to/rules --output /path/to/output.yarac
```

This creates `yara/compiled_rules.yarac` which is loaded automatically on subsequent runs.

### Performance Comparison

| Method | First Scan Startup | Subsequent Scans |
|--------|-------------------|------------------|
| Source files (.yar) | ~10-30 seconds (11k rules) | Instant (cached) |
| Pre-compiled (.yarac) | ~1-2 seconds | Instant (cached) |

## Directory Structure

```
yara/
├── README.md
├── .gitkeep
├── compiled_rules.yarac    # (optional) Pre-compiled rules
├── packages/               # YARA-Forge packages
│   └── core/
│       └── *.yar
└── custom/                 # Your custom rules
    └── my_rules.yar
```

Rules are loaded in this priority:
1. `compiled_rules.yarac` (if exists) - fastest
2. All `.yar` and `.yara` files recursively - compiles on first run

## Usage

### Scan with YARA only

```bash
# Scan local files
python start.py --path /path/to/samples -y --repo my_repo --index_prefix redb

# Scan S3 samples
python start.py --s3 --repo bazaar -y --index_prefix redb

# Dry-run (print results instead of storing in ClickHouse)
python start.py --path /path/to/samples -y --dry-run --repo test --index_prefix redb
```

### Scan already-analyzed samples

Run YARA on samples that were previously analyzed (already in `basic_properties`).
Deduplication is handled by the `yara_matches` table — samples already scanned are
automatically excluded before processing begins:

```bash
# Scan all analyzed macho samples with YARA
python start.py --analyzed --magika macho -y --index_prefix redb

# Scan all analyzed PE samples with YARA
python start.py --analyzed --magika pe -y --index_prefix redb

# Scan all analyzed samples (no filetype filter)
python start.py --analyzed -y --index_prefix redb
```

### Partition large YARA runs by date

Combine `--analyzed` with `--range` to partition millions of samples into
manageable batches. Only samples in `basic_properties` AND within the date
range (by `first_seen` in `catalog_samples`) are processed:

```bash
# Scan analyzed PE samples from Feb 2025
python start.py --range 2025-02-01 2025-02-28 --analyzed --magika pebin -y --index_prefix redb

# Scan analyzed PE samples from first week of March 2025
python start.py --range 2025-03-01 2025-03-08 --analyzed --magika pebin -y --index_prefix redb
```

YARA dedup still applies — re-running a range safely skips already-scanned samples.

### Combined Features + YARA

Run feature extraction and YARA scanning together on the same samples:

```bash
# Local files with features + YARA
python start.py --path /path/to/samples --with-yara --repo my_repo --index_prefix redb

# S3 samples with features + YARA
python start.py --s3 --repo bazaar --with-yara --index_prefix redb
```

### Pre-compile Rules

```bash
# Compile and save to default location (yara/compiled_rules.yarac)
python -m redb.extractors.yara --compile

# Compile with custom paths
python -m redb.extractors.yara --compile --rules-path ./my_rules --output ./compiled.yarac
```

### Sync Rules to Database

Before batch scanning, sync rules to ensure all rule metadata is stored:

```bash
# Sync rules to database
python -m redb.extractors.yara --sync-rules

# Sync with custom source collection name
python -m redb.extractors.yara --sync-rules --source-collection yara-forge-core

# Compile and sync in one command
python -m redb.extractors.yara --compile --sync-rules
```

## ClickHouse Table Schema

YARA data uses a **normalized schema** with two tables for efficient storage.

### Matches Table: `yara_matches`

Stores one row per sample-rule match (optimized with binary sha256 and rule_id):

| Column | Type | Description |
|--------|------|-------------|
| sha256 | FixedString(32) | Binary SHA256 (32 bytes, use `hex(sha256)` to display) |
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | LowCardinality(String) | YARA rule name (denormalized for convenience) |
| scan_date | DateTime64(3, 'UTC') | Scan timestamp |
| match_strings | Array(String) | Matched string identifiers |

### Rules Table: `yara_rules`

Stores rule metadata once per unique rule (deduplicated by rule_id):

| Column | Type | Description |
|--------|------|-------------|
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | String | YARA rule name |
| source_collection | LowCardinality(String) | Source collection (e.g., 'yara-forge-core', 'malpedia') |
| ingested_at | DateTime64(3, 'UTC') | When this rule was ingested |
| rule_text | String | Full rule source code |
| rule_meta | JSON | Rule metadata (author, description, reference, etc.) |
| rule_tags | Array(LowCardinality(String)) | Rule tags |

### Schema Benefits

- **Binary SHA256**: 32 bytes vs 64 bytes (50% storage savings on hash columns)
- **UInt64 rule_id**: Fast joins and lookups via integer key
- **Content-based rule_id**: xxHash64 of canonical rule content (excluding metadata) for deduplication
- **Denormalized rule_name**: Allows queries without joins for common use cases

### Example Queries

```sql
-- Get matches with hex sha256
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings
FROM yara_matches m
WHERE m.sha256 = unhex('abc123...')

-- Join with rules for full metadata
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings,
    r.rule_meta,
    r.source_collection
FROM yara_matches m
JOIN yara_rules r ON m.rule_id = r.rule_id
WHERE m.sha256 = unhex('abc123...')

-- Find all samples matching a specific rule
SELECT hex(sha256), scan_date
FROM yara_matches
WHERE rule_name = 'APT_Lazarus_Loader'
ORDER BY scan_date DESC
```

## Environment Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `YARA_RULES_PATH` | Override the YARA rules directory | `yara/` |
| `YARA_COMPILED_RULES` | Compiled rules filename | `compiled_rules.yarac` |
| `YARA_SOURCE_COLLECTION` | Default source collection name | `default` |