Silver Fox Deploys ValleyRAT Disguised as Adware, Bypassing Endpoint Security
The persistent threat actor, **Silver Fox**, has been observed leveraging a sophisticated technique to distribute the **ValleyRAT** backdoor. Disguised as a legitimate, signed Chinese adware application, the malware exploits DLL sideloading to operate under trusted processes, effectively evading detection by traditional endpoint security solutions, particularly when users add such software to exclusion lists.
The threat actor known as **Silver Fox** has been observed distributing the **ValleyRAT** backdoor disguised as a signed Chinese adware application. This technique allows the malware to run under a trusted process, thereby slipping past users who add such software to their antivirus exclusions.
Russian cybersecurity vendor **Kaspersky** reported that the attackers built this disguise around **QN Wallpaper**, a genuine Chinese desktop-wallpaper tool. In its unmodified form, **QN Wallpaper** functions as adware, bundling partner applications and displaying ad banners.
Once installed, **ValleyRAT** (also tracked as Winos 4.0) grants the operator full control of the compromised machine. **Kaspersky** noted that the attack's geographical focus and payload strongly suggest **Silver Fox** is the likely group behind it. The firm urged users to avoid software of questionable reputation and, critically, to keep it off security-tool exclusion lists.
"This case is a clear example of how adware and affiliate networks can turn out to be far more dangerous than they appear. **ValleyRAT** is a sophisticated backdoor capable of collecting sensitive data such as keystrokes and clipboard contents, taking screenshots, and delivering additional malicious modules," **Kaspersky** stated in its analysis.

### Technical Evasion: DLL Sideloading and Privilege Escalation
The disguise relies heavily on DLL sideloading. The installer unpacks a modified copy of **QN Wallpaper** and executes its signed executable, `QnWallpaper.exe`. This legitimate process then loads a malicious `libcef.dll` that has been strategically placed in the same directory. By executing within a legitimately signed process, the backdoor operates without triggering security controls that trust the signature.
Before the adware component even starts, the installer takes steps to disable **Windows Defender** via the `DisableAntiSpyware` registry key and adds the program to the system's autorun entries. If the logged-in user lacks administrator rights, the malware relaunches itself using `runas` to acquire them.
**ValleyRAT** also possesses the capability to flag its own process as critical, meaning any attempt to terminate it will trigger a blue screen of death (BSOD).

### Indicators of Compromise (IoCs)
**Kaspersky** has shared the following Indicators of Compromise:
* **Hashes (MD5):**
* `c24e99f9437feacaa63766a3cde3fe3d` (submitted installer)
* `07ddbbe2c71c45577a7a4fbcdba0df91` (malicious `libcef.dll`)
* `8a626d844943da3456b044f38deae3a2`
* **Command-and-control servers:**
* `103.45.66.18` on ports `441`, `442`, and `443`
* `192.253.225.173` on ports `6666` and `8888`
* **Domains in the chain:**
* `qnwallpaper[.]keansoft[.]cn` (abused adware's download site)
* `meeting[.]tencent[.]com` (legitimate page opened as a decoy)
* **Host artifacts:**
* The `DisableAntiSpyware` registry value
* Install directory `C:\Program Files\QNWallpaper\5.4.0.1662\`
### Silver Fox's Evolving Tactics
DLL sideloading through signed, legitimate software is a well-established tactic within **Silver Fox**'s toolkit. Approximately five weeks prior, **Cato Networks** documented the group's "newly observed abuse of legitimate applications for DLL sideloading" in a campaign targeting a Japanese manufacturer. The same `libcef.dll` filename was also identified in a **ValleyRAT** loader from a 2025 report.
**Kaspersky** itself previously tracked **Silver Fox** in an earlier tax-themed campaign that targeted organizations in India and Russia.
### Scope of the Threat and Recommendations
**Kaspersky**'s current account is based on a single installer submitted by a customer, and the report does not provide a victim count specifically for this adware-based infection route. However, throughout 2026, the vendor recorded over 100,000 detections of **ValleyRAT** and associated malware, affecting more than 1,500 unique users, primarily in China and India. This figure encompasses all **ValleyRAT** activity observed during that year.
**Kaspersky** strongly advises organizations to establish clear policies regarding third-party software on work devices and to ensure staff are fully aware of the associated threats.
"For individual users, we recommend avoiding the installation of software with a questionable reputation, and, even more importantly, never adding such software to your security solutions' exclusion lists," the company reiterated.