Xiaohan Yu

36 papers A* 2A 1C 2Journal 29Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Huanyao Zhang, Jiepeng Zhou, Bo Li, Bowen Zhou, Yanzhe Shan, Haishan Lu, Zhiyong Cao, Jiaoyang Chen, Yuqian Han, Zinan Sheng, Zhengwei Tao, Hao Liang, Jialong Wu, Yang Shi, Yuanpeng He, Jiaye Lin, Qintong Zhang, Guochen Yan, Runhao Zhao, Zhengpin Li, Xiaohan Yu, Lang Mei, Chong Chen, Wentao Zhang, Bin Cui
2026 J jnl
Digit. Signal Process.
Xiaohan Yu, Qin Zhang, Kuiwu Wang, Xiaolong Hu
2026 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Bo Zhao, Zhihang Li, Xiaohan Yu, Benzheng Yuan, Chaojie Zhang, Yimin Gao, Weilong Wang, Qing Mu, Shuya Wang, Huihui Sun, Tian Yang, Mengfan Zhang, Chuanbing Han, Peng Xu, Wenqing Wang
2026 J jnl
CoRR
Xiaohan Yu, Chao Feng, Lang Mei, Chong Chen
2026 J jnl
Quantum Inf. Process.
Chaojie Zhang, Weilong Wang, Jiaxin Li, Benzheng Yuan, Xiaohan Yu, Zhiguo Zha, Qing Mu, Zheng Shan
2026 J jnl
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Xiaohan Yu, Chaojie Zhang, Xi Li, Bo Zhao, Benzheng Yuan, Chuanbing Han, Kai Wen, Zheng Shan
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xiaohan Yu, Yang Cui, Shaohua Jin, Yuan Wei, Dekun Liang
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Guangwei Zhang, Zegang Ding, Zhe Li, Gen Li, Yi Wei, Xiaohan Yu
2025 J jnl
CoRR
Zenghui Zhou, Yuechen Li, Yi Cai, Jinlong Wen, Xiaohan Yu, Zheng Zheng, Beibei Yin
2025 conf
SIGIR-AP
Xiaohan Yu, Zhihan Yang, Chong Chen
2025 J jnl
CoRR
Bo Zhao, Zhihang Li, Xiaohan Yu, Benzheng Yuan, Chaojie Zhang, Yimin Gao, Weilong Wang, Qing Mu, Shuya Wang, Huihui Sun, Tian Yang, Mengfan Zhang, Chuanbing Han, Peng Xu, Wenqing Wang, Zheng Shan
2025 A conf
WSDM
Xiaohan Yu, Li Zhang, Chong Chen
2025 J jnl
IEEE Trans. Wirel. Commun.
Xingyu Zhou, Xiaohan Yu, Yuming Zhang, Weijun Zeng
2025 J jnl
Comput. Biol. Medicine
Mulugeta Shitie Zewudie, Shengwu Xiong, Xiaohan Yu, Xiaoyu Wu
2025 J jnl
Complex Intell. Syst.
Lei Zhang, Xiaohan Yu
2025 C conf
QRS
Xiaohan Yu, Yuechen Li, Jinlong Wen, Kai-Yuan Cai, Beibei Yin
2025 J jnl
IEEE Access
Jin Wang, Xiaohan Yu
2025 A* conf
EMNLP
Xiaohan Yu, Pu Jian, Chong Chen
2025 J jnl
CoRR
Xiaohan Yu, Pu Jian, Chong Chen
2025 J jnl
IEEE Trans. Ind. Electron.
Dashuang Li, Qiuye Sun, Rui Wang, Xiaohan Yu
2025 J jnl
CoRR
Xiaohan Yu, Zhihan Yang, Chong Chen
2025 A* conf
CVPR
Huajie Jiang, Zhengxian Li, Xiaohan Yu, Yongli Hu, Baocai Yin, Jian Yang, Yuankai Qi
2025 J jnl
CoRR
Huajie Jiang, Zhengxian Li, Xiaohan Yu, Yongli Hu, Baocai Yin, Jian Yang, Yuankai Qi
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Xiaohan Yu, Junsen Wang, Yang Cui, Shaohua Jin, Gang Bian, Na Chen
2024 J jnl
Inf. Sci.
Ke Zhang, Wenning Hao, Xiaohan Yu, Tianhao Shao
2024 J jnl
CoRR
Xiaohan Yu, Li Zhang, Xin Zhao, Yue Wang
2024 J jnl
CoRR
Xi He, Feiyu Du, Xiaohan Yu, Yang Zhao, Tao Lei
2024 J jnl
CoRR
Xiaohan Yu, Li Zhang, Chong Chen
2024 J jnl
CoRR
Xiaohan Yu, Li Zhang, Xin Zhao, Yue Wang, Zhongrui Ma
2024 J jnl
Int. J. Comput. Intell. Syst.
Yang Liu, Xiaomin Zhu, Xiao-Yi Zhang, Jiannan Xiao, Xiaohan Yu
2023 J jnl
Symmetry
Ke Zhang, Wenning Hao, Xiaohan Yu, Tianhao Shao
2023 J jnl
CoRR
Anuroop Sriram, Sihoon Choi, Xiaohan Yu, Logan M. Brabson, Abhishek Das, Zachary W. Ulissi, Matt Uyttendaele, Andrew J. Medford, David S. Sholl
2022 J jnl
CoRR
Xiaohan Yu, Shaochen Mao
2020 C conf
ICCE
Chang Xu, Xian Zhang, Xiaohan Yu, Yutong Lu, Chunping Zheng
2018 J jnl
Knowl. Based Syst.
Kai Cheng, Liu Wu, Xiaohan Yu, Chengxiang Yin, Ruizhi Kang
2008 conf
FSKD (3)
Zhaoqun Du, Weidong Yu, Ye Yu, Lei Chen, Yan Ni, Jiaqi Luo, Xiaohan Yu
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` |