PYSEC-2026-568 vLLM deserialization vulnerability in vllm.distributed.GroupCoordinator.recv_object

vllm-project vllm version 0.6.0 contains a vulnerability in the distributed training API. The function vllm.distributed.GroupCoordinator.recvobject deserializes received object bytes using pickle.loads without sanitization, leading to a remote code execution vulnerability. Maintainer perspective...

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EUVD-2026-37516

Backpropagate: backprop ui --auth and backprop ui --share do not enforce authentication...

Debug Messages Revealing Unnecessary Information

Overview backpropagate is a Production-ready headless LLM fine-tuning with smart defaults, Windows support, and modular architecture Affected versions of this package are vulnerable to Debug Messages Revealing Unnecessary Information in the authentication process. An attacker can gain unauthorize...

GHSA-F65R-H4G3-3H9H Backpropagate: backprop ui --auth and backprop ui --share do not enforce authentication

Summary In backpropagate = 1.1.0, the optional Reflex web UI pip install backpropagateui, launched via backprop ui exposes a training control plane: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and HuggingFace Hub push. The CLI accepts two operator-facing...

Exploit for CVE-2026-42055

cve-id ⚡ Simple Usage Use this project only in safe and...

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CVE-2026-48797

Backpropagate is a Python library for fine-tuning large language models on a single GPU. In versions 1.1.0 and 1.1.1, the optional Reflex web UI exposes a training control plane without authentication: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and...

CVE-2026-48797 Backpropagate: backprop ui --auth and backprop ui --share do not enforce authentication

Backpropagate is a Python library for fine-tuning large language models on a single GPU. In versions 1.1.0 and 1.1.1, the optional Reflex web UI exposes a training control plane without authentication: dataset upload, model load, training start/stop, multi-run orchestration, GGUF export, and...

CVE-2026-48797

Backpropagate is a Python library for fine-tuning LLMs on a single GPU. In versions 1.1.0 and 1.1.1, the Reflex web UI exposes a training control plane without authentication, allowing dataset upload, model load, training control, multi-run orchestration, GGUF export, and HuggingFace Hub push. Th...

Exploit for CVE-2026-20262

cve-id ⚡ Simple Usage Use this project only in safe and...

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Code Language Models CodeLMs have become integral to software engineering, significantly advancing code intelligence tasks. However, their widespread adoption has raised critical security concerns, particularly regarding susceptibility to backdoor attacks. Recent studies have uncovered naturally...

RAT: Reference-Augmented Training for ASV Anti-Spoofing

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CVE-2026-5387

The vulnerability, if exploited, could allow an unauthenticated miscreant to perform operations intended only for Simulator Instructor or Simulator Developer Administrator roles, resulting in privilege escalation with potential for modification of simulation parameters, training configuration, an...

Agentic AI Is Transforming Defense, But Only Secure IT Infrastructure Will Maximize It

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The vulnerability of the training library for NVIDIA Megatron-LM, related to the restoration of unreliable data in memory, allows attackers to execute arbitrary code, gain unauthorized access to protected information, and replace data.

The vulnerability of the NVIDIA Megatron-LM training library relates to the restoration of unreliable data in memory. Exploiting this vulnerability can allow attackers to execute arbitrary code, gain elevated privileges, obtain unauthorized access to protected information, and replace data using ...