Xiaofei Zhou

45 papers A* 3A 1B 2C 1Misc 5Journal 22Unranked 11
YearRankTypeTitle / Venue / Authors
2026 A* conf
AAAI
Jingyuan Tian, Xiaofei Zhou
2026 J jnl
J. Cheminformatics
Sinuo Gao, Xiaofei Zhou, Lu Liang, Jianping Lin
2025 J jnl
CoRR
Yu Wang, Yijian Liu, Liheng Ji, Han Luo, Wenjie Li, Xiaofei Zhou, Chiyun Feng, Puji Wang, Yuhan Cao, Geyuan Zhang, Xiaojian Li, Rongwu Xu, Yilei Chen, Tianxing He
2025 J jnl
CoRR
Jizheng Ma, Xiaofei Zhou, Yanlong Song, Han Yan
2025 Misc conf
ICASSP
Linhua Dong, Xiaofei Zhou, Qiannan Zhu, Xu Bai, Gang Xiong
2025 J jnl
Inf. Sci.
Yanxi Chen, Chunxiao Li, Xiaofei Zhou, Bo Wang
2025 J jnl
CoRR
Matthias Perkonigg, Nina Bastati, Ahmed Ba-Ssalamah, Peter Mesenbrink, Alexander Goehler, Miljen Martic, Xiaofei Zhou, Michael Trauner, Georg Langs
2025 J jnl
Artif. Intell. Medicine
Matthias Perkonigg, Nina Bastati, Ahmed Ba-Ssalamah, Peter Mesenbrink, Alexander Goehler, Miljen Martic, Xiaofei Zhou, Michael Trauner, Georg Langs
2025 Misc conf
ICASSP
Linhua Dong, Xiaofei Zhou, Qiannan Zhu, Xu Bai, Gang Xiong
2025 conf
ACL (1)
Yu Wang, Xiaofei Zhou, Yichen Wang, Geyuan Zhang, Tianxing He
2025 J jnl
CoRR
Chuheng Chen, Xiaofei Zhou, Geyuan Zhang, Yong Huang
2025 Misc conf
ICASSP
Shihao Liu, Xiaofei Zhou
2025 J jnl
Inf. Sci.
Linhua Dong, Xiaofei Zhou, Bo Wang, Qiannan Zhu, Fan Meng
2025 J jnl
CoRR
Jing Bi, Susan Liang, Xiaofei Zhou, Pinxin Liu, Junjia Guo, Yunlong Tang, Luchuan Song, Chao Huang, Guangyu Sun, Jinxi He, Jiarui Wu, Shu Yang, Daoan Zhang, Chen Chen, Lianggong Bruce Wen, Zhang Liu, Jiebo Luo, Chenliang Xu
2024 J jnl
CoRR
Geyuan Zhang, Xiaofei Zhou, Chuheng Chen
2024 J jnl
CoRR
Yu Wang, Xiaofei Zhou, Yichen Wang, Geyuan Zhang, Tianxing He
2024 conf
ICIC (13)
Shihao Liu, Xiaofei Zhou
2024 C conf
IAS
Guorui Xu, Xiaofei Zhou, Yihang Jia, Weifu Lu, Shanying Li
2024 J jnl
Pattern Recognit.
Hang Cheng, Hehui Ye, Xiaofei Zhou, Ximeng Liu, Fei Chen, Meiqing Wang
2023 conf
ICDM (Workshops)
Fan Meng, Yuyong Li, Hanqing Yu, Xiaofei Zhou, Win-Bin Huang
2022 conf
HCI (10)
Xiaofei Zhou, Pei-Luen Patrick Rau, Michiko Ohkura, Tipporn Laohakangvalvit, Bingcheng Wang
2022 A* conf
ICDM
Yizhen Zheng, Yu Zheng, Xiaofei Zhou, Chen Gong, Vincent C. S. Lee, Shirui Pan
2022 J jnl
CoRR
Yizhen Zheng, Yu Zheng, Xiaofei Zhou, Chen Gong, Vincent C. S. Lee, Shirui Pan
2021 conf
AIED (1)
Xiaofei Zhou, Jingwan Tang, Michael Daley, Saad Ahmad, Zhen Bai
2021 conf
EDM (Workshops)
Xiaoyu Wan, Jingwan Tang, Xiaofei Zhou, Zhen Bai
2021 A conf
ICME
Zeliang Song, Xiaofei Zhou
2021 J jnl
CoRR
Zeliang Song, Xiaofei Zhou
2021 A* conf
AAAI
Zeliang Song, Xiaofei Zhou, Zhendong Mao, Jianlong Tan
2021 Misc conf
IDC
Xiaofei Zhou, Kaixin Li, Abdul Moid Munawar, Zhen Bai
2020 J jnl
CoRR
Xiaofei Zhou, Jessica Van Brummelen, Phoebe Lin
2020 J jnl
CoRR
Zeliang Song, Xiaofei Zhou, Zhendong Mao, Jianlong Tan
2020 Misc conf
IDC
Xiaoyu Wan, Xiaofei Zhou, Zaiqiao Ye, Chase K. Mortensen, Zhen Bai
2020 J jnl
CoRR
Kexin Yang, Xiaofei Zhou, Iulian Radu
2019 J jnl
Complex.
Xiaofei Zhou, Junmei Li, Yulan Wang, Wei Zhang
2018 conf
ICCAIS
Xuefeng Wang, Xiaofei Zhou, Dongsheng Li, Jianfeng Hou
2014 conf
APWeb Workshophs
Xiaofei Zhou, Wenhan Jiang, Jianlong Tan
2008 J jnl
J. Mobile Multimedia
Xiaofei Zhou, Kenneth Ong
2008 J jnl
J. Multim.
Xiaofei Zhou, Kenneth Ong
2007 B conf
AINA
Xiaofei Zhou, Kenneth Ong
2007 conf
CCNC
Xiaofei Zhou, Honggang Zhang, Imrich Chlamtac
2006 conf
AINA (1)
Xiaofei Zhou, Kenneth Ong
2006 J jnl
IEEE J. Sel. Areas Commun.
Honggang Zhang, Xiaofei Zhou, Kamya Yekeh Yazdandoost, Imrich Chlamtac
2006 J jnl
Mob. Networks Appl.
Fabrizio Granelli, Honggang Zhang, Xiaofei Zhou, Stefano Maranò
2006 conf
CrownCom
Xiaofei Zhou, Honggang Zhang, Imrich Chlamtac
2005 B conf
PIMRC
Xiaofei Zhou, Honggang Zhang, Imrich Chlamtac
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` |