Xi Wang

58 papers A* 4A 5Misc 1Journal 29Unranked 19
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Eliseo Bao, Anxo Pérez, Xi Wang, Javier Parapar
2026 J jnl
CoRR
Xi Wang, Mengdie Zhuang, Jiqun Liu
2026 conf
ECIR (1)
Jerome Ramos, Feng Xia, Xi Wang, Shubham Chatterjee, Xiao Fu, Hossein A. Rahmani, Aldo Lipani
2026 J jnl
CoRR
Jerome Ramos, Feng Xia, Xi Wang, Shubham Chatterjee, Xiao Fu, Hossein A. Rahmani, Aldo Lipani
2026 conf
ECIR (4)
Anxo Pérez, Javier Parapar, Xi Wang, Fabio Crestani
2025 A conf
CIKM
Xingyu Deng, Xi Wang, Mark Stevenson
2025 J jnl
CoRR
Xingyu Deng, Xi Wang, Mark Stevenson
2025 J jnl
CoRR
Jinyuan Fang, Yanwen Peng, Xi Zhang, Yingxu Wang, Xinhao Yi, Guibin Zhang, Yi Xu, Bin Wu, Siwei Liu, Zihao Li, Zhaochun Ren, Nikos Aletras, Xi Wang, Han Zhou, Zaiqiao Meng
2025 conf
NAACL (Findings)
Xi Wang, Procheta Sen, Ruizhe Li, Emine Yilmaz
2025 J jnl
CoRR
Ruizhe Li, Chen Chen, Yuchen Hu, Yanjun Gao, Xi Wang, Emine Yilmaz
2025 conf
CLEF (Working Notes)
Javier Parapar, Anxo Pérez, Xi Wang, Fabio Crestani
2025 conf
CLEF
Javier Parapar, Anxo Pérez, Xi Wang, Fabio Crestani
2025 A conf
CIKM
Shubham Chatterjee, Xi Wang, Shuo Zhang, Sajad Ebrahimi, Zhaochun Ren, Debasis Ganguly, Gareth J. F. Jones, Emine Yilmaz, Hamed Zamani
2025 J jnl
CoRR
Hossein A. Rahmani, Satyapriya Krishna, Xi Wang, Mohammadmehdi Naghiaei, Emine Yilmaz
2025 conf
WWW (Companion Volume)
Hossein A. Rahmani, Xi Wang, Emine Yilmaz, Nick Craswell, Bhaskar Mitra, Paul Thomas
2025 A conf
CIKM
Xi Wang, Anxo Pérez, Javier Parapar, Fabio Crestani
2025 J jnl
CoRR
Xi Wang, Anxo Pérez, Javier Parapar, Fabio Crestani
2025 Misc conf
ICTIR
Xingyu Deng, Xi Wang, Mark Stevenson
2025 J jnl
CoRR
Xingyu Deng, Xi Wang, Mark Stevenson
2025 conf
ECIR (5)
Javier Parapar, Anxo Pérez, Xi Wang, Fabio Crestani
2024 J jnl
CoRR
Zixuan Yi, Xi Wang, Iadh Ounis
2024 J jnl
Inf. Process. Manag.
Siwei Liu, Xi Wang, Craig Macdonald, Iadh Ounis
2024 J jnl
CoRR
Xi Wang, Procheta Sen, Ruizhe Li, Emine Yilmaz
2024 conf
EACL (Findings)
Hossein A. Rahmani, Xi Wang, Mohammad Aliannejadi, Mohammadmehdi Naghiaei, Emine Yilmaz
2024 J jnl
CoRR
Hossein A. Rahmani, Xi Wang, Mohammad Aliannejadi, Mohammadmehdi Naghiaei, Emine Yilmaz
2024 J jnl
CoRR
Jerome Ramos, Hossein A. Rahmani, Xi Wang, Xiao Fu, Aldo Lipani
2024 J jnl
SIGIR Forum
Timo Breuer, Christin Katharina Kreutz, Norbert Fuhr, Krisztian Balog, Philipp Schaer, Nolwenn Bernard, Ingo Frommholz, Marcel Gohsen, Kaixin Ji, Gareth J. F. Jones, Jüri Keller, Jiqun Liu, Martin Mladenov, Gabriella Pasi, Johanne R. Trippas, Xi Wang, Saber Zerhoudi, ChengXiang Zhai
2024 J jnl
SIGIR Forum
Sean MacAvaney, Adam Roegiest, Aldo Lipani, Andrew Parry, Björn Engelmann, Christin Katharina Kreutz, Chuan Meng, Erlend Frayling, Eugene Yang, Ferdinand Schlatt, Guglielmo Faggioli, Harrisen Scells, Iana Atanassova, Jana Friese, Janek Bevendorff, Javier Sanz-Cruzado, Johanne R. Trippas, Kanaad Pathak, Kaustubh D. Dhole, Leif Azzopardi, Maik Fröbe, Marc Bertin, Nishchal Prasad, Saber Zerhoudi, Shuai Wang, Shubham Chatterjee, Thomas Jänich, Udo Kruschwitz, Xi Wang, Zijun Long
2024 J jnl
CoRR
Timo Breuer, Christin Katharina Kreutz, Norbert Fuhr, Krisztian Balog, Philipp Schaer, Nolwenn Bernard, Ingo Frommholz, Marcel Gohsen, Kaixin Ji, Gareth J. F. Jones, Jüri Keller, Jiqun Liu, Martin Mladenov, Gabriella Pasi, Johanne R. Trippas, Xi Wang, Saber Zerhoudi, ChengXiang Zhai
2024 conf
ECIR (1)
Zhengxiang Shi, Xi Wang, Aldo Lipani
2024 conf
SIGIR-AP
Leif Azzopardi, Timo Breuer, Björn Engelmann, Christin Kreutz, Sean MacAvaney, David Maxwell, Andrew Parry, Adam Roegiest, Xi Wang, Saber Zerhoudi
2024 conf
ECIR (1)
Xi Wang, Procheta Sen, Ruizhe Li, Emine Yilmaz
2024 J jnl
CoRR
Hossein A. Rahmani, Xi Wang, Emine Yilmaz, Nick Craswell, Bhaskar Mitra, Paul Thomas
2024 conf
ACL (1)
Jerome Ramos, Hossein A. Rahmani, Xi Wang, Xiao Fu, Aldo Lipani
2023 J jnl
CoRR
Siwei Liu, Xi Wang, Craig Macdonald, Iadh Ounis
2023 conf
ACL (1)
Hossein A. Rahmani, Xi Wang, Yue Feng, Qiang Zhang, Emine Yilmaz, Aldo Lipani
2023 J jnl
CoRR
Hossein A. Rahmani, Xi Wang, Yue Feng, Qiang Zhang, Emine Yilmaz, Aldo Lipani
2023 conf
EMNLP (Findings)
Xi Wang, Hossein A. Rahmani, Jiqun Liu, Emine Yilmaz
2023 J jnl
CoRR
Xi Wang, Hossein A. Rahmani, Jiqun Liu, Emine Yilmaz
2023 J jnl
CoRR
Sean MacAvaney, Xi Wang
2023 J jnl
CoRR
Zhengxiang Shi, Xi Wang, Aldo Lipani
2023 A* conf
AAAI
Procheta Sen, Xi Wang, Ruiqing Xu, Emine Yilmaz
2023 J jnl
CoRR
Procheta Sen, Xi Wang, Ruiqing Xu, Emine Yilmaz
2023 J jnl
CoRR
Zhengxiang Shi, Jerome Ramos, To Eun Kim, Xi Wang, Hossein A. Rahmani, Aldo Lipani
2022 J jnl
ACM Trans. Web
Xi Wang, Iadh Ounis, Craig Macdonald
2022 conf
ECIR (1)
Xi Wang, Iadh Ounis, Craig Macdonald
2022 A* conf
EMNLP
Fanghua Ye, Xi Wang, Jie Huang, Shenghui Li, Samuel Stern, Emine Yilmaz
2022 J jnl
CoRR
Fanghua Ye, Xi Wang, Jie Huang, Shenghui Li, Samuel Stern, Emine Yilmaz
2022 A* conf
SIGIR
Zixuan Yi, Xi Wang, Iadh Ounis, Craig Macdonald
2021 A* conf
WWW
Xi Wang, Iadh Ounis, Craig Macdonald
2021 J jnl
CoRR
Xi Wang, Iadh Ounis, Craig Macdonald
2020 A conf
RecSys
Zaiqiao Meng, Richard McCreadie, Craig Macdonald, Iadh Ounis, Siwei Liu, Yaxiong Wu, Xi Wang, Shangsong Liang, Yucheng Liang, Guangtao Zeng, Junhua Liang, Qiang Zhang
2020 A conf
CIKM
Xi Wang, Iadh Ounis, Craig Macdonald
2020 J jnl
CoRR
Xi Wang, Iadh Ounis, Craig Macdonald
2020 conf
TREC
Xiao Wang, Yaxiong Wu, Xi Wang, Craig Macdonald, Iadh Ounis
2019 conf
ECIR (1)
Xi Wang, Iadh Ounis, Craig Macdonald
2019 conf
ECIR (1)
Xi Wang, Anjie Fang, Iadh Ounis, Craig Macdonald
2019 conf
TREC
Ting Su, Xi Wang, Craig Macdonald, Iadh Ounis
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` |