Wei Liu

54 papers A* 5A 1B 3C 1Misc 1Journal 23Unranked 20
YearRankTypeTitle / Venue / Authors
2026 J jnl
Inf. Fusion
Junyang Chen, Liang-Jie Zhang, Zhelin Huang, Han Liu, Yirui Wu, Huan Wang, Wei Liu, Victor C. M. Leung
2025 J jnl
IEEE Trans. Comput. Soc. Syst.
Wei Liu, Huaijie Zhu, Jianxing Yu, Libin Zheng, Jian Yin, Ruishi Liang, Xin Liu, Junyang Chen, Victor C. M. Leung
2025 J jnl
IEEE Trans. Knowl. Data Eng.
Zuohan Wu, Chen Jason Zhang, Han Yin, Rui Meng, Libin Zheng, Huaijie Zhu, Wei Liu
2025 A* conf
IJCAI
Qingfeng Li, Wei Liu, Zaiqiao Meng, Jian Yin
2025 conf
ACL (1)
Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi, Fangming Liu, Wei Liu, Jian Luan, Xiwen Zhang, Nicholas D. Lane, Mengwei Xu
2025 Misc conf
WISA
Shun Wang, Xinyi Zhang, Di Wu, Junchao Zeng, Wei Liu, Jianxing Yu, Huaijie Zhu, Jian Yin
2025 J jnl
Expert Syst. Appl.
Jianxing Yu, Shiqi Wang, Han Yin, Qi Chen, Wei Liu, Yanghui Rao, Qinliang Su
2025 conf
DASFAA (5)
Xuanming Zhang, Yonghe Lu, Jianxing Yu, Huaijie Zhu, Wei Liu, Wenqing Chen, Jian Yin
2025 J jnl
CoRR
Zhao Liu, Wei Liu, Huajie Zhu, Jianxing Yu, Jian Yin, Wang-Chien Lee, Shun Wang
2025 J jnl
Appl. Math. Comput.
Hui Luo, Xin Liu, Wei Liu, Yang Zhang
2025 J jnl
CoRR
Zhenyan Lu, Daliang Xu, Dongqi Cai, Zexi Li, Wei Liu, Fangming Liu, Shangguang Wang, Mengwei Xu
2024 J jnl
ACM Comput. Surv.
Shangsong Liang, Zhou Pan, Wei Liu, Jian Yin, Maarten de Rijke
2024 conf
DASFAA (2)
Haowei Jiang, Jianxing Yu, Libin Zheng, Huaijie Zhu, Wei Liu, Jian Yin
2024 conf
WISE (3)
Zhao Liu, Wei Liu, Huaijie Zhu, Jianxing Yu, Jian Yin
2024 J jnl
ACM Trans. Knowl. Discov. Data
Wei Liu, Leong Hou U, Shangsong Liang, Huaijie Zhu, Jianxing Yu, Yubao Liu, Jian Yin
2024 conf
DASFAA (2)
Wei Liu, Shangsong Liang, Huaijie Zhu, Leong Hou U, Jianxing Yu, Xiang Li, Jian Yin
2023 conf
APWeb-WAIM (2)
Miaopei Lin, Jianxing Yu, Shiqi Wang, Hanjiang Lai, Wei Liu, Jian Yin
2023 conf
ADMA (4)
Xuanming Zhang, Jianxing Yu, Miaopei Lin, Shiqi Wang, Wei Liu, Jian Yin
2023 J jnl
IEEE Trans. Knowl. Data Eng.
Huaijie Zhu, Wei Liu, Jian Yin, Libin Zheng, Xin Huang, Jianliang Xu, Wang-Chien Lee
2023 conf
ADMA (1)
Qiutong Guo, Jianxing Yu, Yufeng Zhang, Haowei Jiang, Wei Liu, Jian Yin
2023 A conf
CIKM
Dan Ni Ren, Leong Hou U, Wei Liu
2023 conf
ACL (Findings)
Jianxing Yu, Shiqi Wang, Libin Zheng, Qinliang Su, Wei Liu, Baoquan Zhao, Jian Yin
2023 conf
ADMA (1)
Mengjiao Gan, Jianxing Yu, Xiao Dong, Shuang Qiu, Wei Liu, Jian Yin
2023 A* conf
ICDE
Huaijie Zhu, Wei Liu, Jian Yin, Ningning Cui, Jianliang Xu, Xin Huang, Wang-Chien Lee
2023 conf
ADMA (1)
Guangya Liu, Xiao Dong, Mengxiang Wang, Jianxing Yu, Mengjiao Gan, Wei Liu, Jian Yin
2023 conf
DASFAA (2)
Wei Liu, Leong Hou U, Shangsong Liang, Huaijie Zhu, Jianxing Yu, Yubao Liu, Jian Yin
2023 conf
ADMA (2)
Miaopei Lin, Mengxiang Wang, Jianxing Yu, Shiqi Wang, Hanjiang Lai, Wei Liu, Jian Yin
2023 J jnl
IEEE Trans. Serv. Comput.
Huaijie Zhu, Wei Liu, Jian Yin, Jianliang Xu, Wang-Chien Lee
2022 A* conf
ICDE
Huaijie Zhu, Wei Liu, Jian Yin, Mengxiang Wang, Jianliang Xu, Xin Huang, Wang-Chien Lee
2022 J jnl
IEEE Trans. Image Process.
Yuchen Liang, Yan Pan, Hanjiang Lai, Wei Liu, Jian Yin
2022 B conf
ICWE
Zhou Pan, Wei Liu, Jian Yin
2022 J jnl
Frontiers Comput. Sci.
Na Li, Huaijie Zhu, Wenhao Lu, Ningning Cui, Wei Liu, Jian Yin, Jianliang Xu, Wang-Chien Lee
2022 J jnl
Data Sci. Eng.
Huaijie Zhu, Wenbin Li, Wei Liu, Jian Yin, Jianliang Xu
2021 conf
DASFAA (Workshops)
Wei Liu, Jiayu He, Haiming Wang, Huaijie Zhu, Jian Yin
2021 conf
WISE (2)
Haiming Wang, Wei Liu, Jian Yin
2021 conf
DASFAA (1)
Wenbin Li, Huaijie Zhu, Wei Liu, Jian Yin, Jianliang Xu
2021 J jnl
Data Sci. Eng.
Bo Chen, Huaijie Zhu, Wei Liu, Jian Yin, Wang-Chien Lee, Jianliang Xu
2020 J jnl
Int. J. Grid Util. Comput.
Jing Wang, Arun Kumar Sangaiah, Wei Liu
2020 J jnl
J. Cloud Comput.
Salman Raza, Wei Liu, Manzoor Ahmed, Muhammad Rizwan Anwar, Muhammad Ayzed Mirza, Qibo Sun, Shangguang Wang
2020 J jnl
IEEE Access
Wei Liu, Zhiping Lin, Huaijie Zhu, Jing Wang, Arun Kumar Sangaiah
2020 conf
ICC
Haisen Zhang, Haijun Zhang, Wei Liu, Keping Long, Jiangbo Dong, Victor C. M. Leung
2020 J jnl
IEEE J. Sel. Areas Commun.
Haijun Zhang, Haisen Zhang, Wei Liu, Keping Long, Jiangbo Dong, Victor C. M. Leung
2020 A* conf
ACL
Jianxing Yu, Wei Liu, Shuang Qiu, Qinliang Su, Kai Wang, Xiaojun Quan, Jian Yin
2020 J jnl
World Wide Web
Wei Liu, Hanjiang Lai, Jing Wang, Ge-Yang Ke, Weiwei Yang, Jian Yin
2019 J jnl
IEEE Access
Yunhui Qin, Wei Huangfu, Haijun Zhang, Wei Liu, Keping Long
2019 B conf
GLOBECOM
Haisen Zhang, Haijun Zhang, Wei Huangfu, Wei Liu, Jiangbo Dong, Keping Long, Arumugam Nallanathan
2019 A* conf
IJCAI
Wei Liu, Zhi-Jie Wang, Bin Yao, Jian Yin
2019 conf
ICCT
Wei Liu, Yantao Han, Yunhui Qin, Wei Huangfu, Yebing Ren, Jiangbo Dong
2019 B conf
GLOBECOM
Xiaoshen Chu, Haijun Zhang, Wei Huangfu, Wei Liu, Yebing Ren, Jiangbo Dong, Keping Long
2018 J jnl
Future Gener. Comput. Syst.
Wei Liu, Jing Wang, Arun Kumar Sangaiah, Jian Yin
2018 conf
DASFAA (1)
Wei Liu, Zhi-Jie Wang, Bin Yao, Mengdie Nie, Jing Wang, Rui Mao, Jian Yin
2018 J jnl
Inf. Process. Manag.
Zaiqiao Meng, Hong Shen, Huimin Huang, Wei Liu, Jing Wang, Arun Kumar Sangaiah
2018 conf
CANDAR Workshops
Haobin Wang, Wei Huangfu, Yaxi Liu, Cheng Gong, Yebing Ren, Wei Liu
2015 C conf
APWeb
Zhisheng Wang, Qi Li, Ye Liu, Wei Liu, Jian Yin
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` |