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EUVD-2026-338086

fkie_cve-2026-45804

Diffusers is the a library for pretrained diffusion models. Prior to 0.38.0, Diffusers' DiffusionPipeline.from_pretrained flow can bypass the trust_remote_code guard because download() validates model_index.json and custom pipeline code before later loading from a cached folder that can change, allowing a Hub repository with custom .py pipeline code to execute through the custom pipeline flow without passing custom_pipeline or trust_remote_code=True. This issue is fixed in version 0.38.0.

GHSA-7wx4-6vff-v64p — Diffusers: TOCTOU Trust Remote Code Bypass

Affected: PyPI: diffusers

## Background

This vulnerability is found in the `diffusers` package - the `transformers`-equivalent library for diffusion models.

It is found in the `DiffusionPipeline.from_pretrained` flow, which is used to load a pipeline from the HuggingFace Hub.

This function has a `trust_remote_code` guard: if the repository’s `model_index.json` references a custom pipeline class defined in a `.py` file in the repo, the load is blocked unless `trust_remote_code=True` is explicitly passed:

``` ValueError: The repository for attacker/repo contains custom code in pipeline.py which must be executed to correctly load the model. You can inspect the repository content at https://hf.co/attacker/repo/blob/main/pipeline.py. Please pass the argument `trust_remote_code=True` to allow custom code to be run. ```

The vulnerability allows arbitrary code execution through the custom pipeline flow from a Hub repo, with no `custom_pipeline` or `trust_remote_code` kwargs passed. The `from_pretrained` call succeeds and returns a functional pipeline.

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## Naive Flow

`DiffusionPipeline.from_pretrained` begins by popping all relevant arguments from `kwargs` into local variables, then calls `DiffusionPipeline.download()` to fetch the repo files:

```python # pipeline_utils.py:853 cached_folder = cls.download( pretrained_model_name_or_path, ... custom_pipeline=custom_pipeline, trust_remote_code=trust_remote_code, ... ) ```

Inside `download()`, `model_index.json` is fetched first a…

PYSEC-2026-2446 — Diffusers: TOCTOU Trust Remote Code Bypass

Affected: PyPI: diffusers

## Background

This vulnerability is found in the `diffusers` package - the `transformers`-equivalent library for diffusion models.

It is found in the `DiffusionPipeline.from_pretrained` flow, which is used to load a pipeline from the HuggingFace Hub.

---

## Naive Flow

`DiffusionPipeline.from_pretrained` begins by popping all relevant arguments from `kwargs` into local variables, then calls `DiffusionPipeline.download()` to fetch the repo files:

```python # pipeline_utils.py:853 cached_folder = cls.download( pretrained_model_name_or_path, ... custom_pipeline=custom_pipeline, trust_remote_code=trust_remote_code, ... ) ```

Inside `download()`, `model_index.json` is fetched first a…

RHSA-2026:60520 — Red Hat Security Advisory: RHOAI 3.4.4 - Red Hat OpenShift AI

urllib3: urllib3 Streaming API improperly handles highly compressed data github.com/argoproj/argo-workflows: argoproj/argo-workflows is vulnerable to RCE via ZipSlip and symbolic links image-size: image-size: Denial of Service via crafted image buffer with zero-valued size field image-size: image-size: Denial of Service via crafted ICNS image buffer mlflow/mlflow: mlflow/mlflow: Unauthenticated remote code execution via unprotected job endpoints mlflow: mlflow: Arbitrary file read via bypassed source path validation python-transformers: python-transformers: Arbitrary code execution due to overridden trust_remote_code setting jupyter-server: jupyter-server: Sensitive data exposure via path traversal vulnerability fast-uri: fast-uri: URI authority bypass due to improper delimiter handling undici: undici: Information disclosure and data integrity issues due to incorrect Socks5ProxyAgent connection routing python-pip: Path traversal via malicious entry point name in pip wheel installation allows arbitrary file overwrite undici: undici: Man-in-the-Middle attack via ignored TLS options with SOCKS5 proxy form-data: form-data: Form field override via CRLF injection undici: undici: Denial of Service due to unbounded memory growth via WebSocket frames nltk: NLTK: Information disclosure via path traversal vulnerability keras: Keras: Arbitrary code execution via deserialization vulnerability brace-expansion: Brace-expansion: Denial of Service due to exponential-time complexity shell-quo…