Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection

Large language model LLM-based intrusion detection systems IDS are increasingly studied for security monitoring, yet their robustness against feasible traffic manipulation remains largely empirical. We present Traffic-Aware Randomized Smoothing TA-RS, a classifier-agnostic certified defense that...

CVE-2026-61644: Incorrect Authorization

FastGPT is a knowledge-based AI application platform. From 4.14.17 until 4.15.0-beta5, the POST /api/core/chat/record/getCollectionQuote endpoint authenticates the caller's chat and collection context, but the initialId center-node lookup is not bound to that authorized context. A low-privileged...

PT-2026-60189

FastGPT is a knowledge-based AI application platform. From 4.14.17 until 4.15.0-beta5, the POST /api/core/chat/record/getCollectionQuote endpoint authenticates the caller's chat and collection context, but the initialId center-node lookup is not bound to that authorized context. A low-privileged...

PT-2026-60172

Cornac before 2.6.0 contains a path traversal Tar Slip vulnerability that allows attackers to write arbitrary files outside the intended cache directory by supplying a crafted TAR archive containing ../ sequences, absolute paths, or symlink/hardlink entries to the extract archive function in...

On the Security Implications of PQC in TLS: Handshake Exhaustion and IDS Degradation

Post-Quantum Cryptography PQC is increasingly being integrated into TLS 1.3 to enhance resilience against quantum-enabled attacks. However, the additional computational and communication overhead introduced by PQC primitives during the handshake phase may also amplify the impact of TLS handshake...

automatedcleaning (>=0.1.2, <=1.4.0), dataset-foundry (>=0.2.0, <=0.5.0) +2 more potentially affected by CVE-2026-55443 via langchain-anthropic (0.3.10)

langchain-anthropic PYPI version 0.3.10 is affected by a known vulnerability. The following packages have a transitive dependency on langchain-anthropic and may be impacted: - automatedcleaning =0.1.2, =0.2.0, =0.0.22, =0.0.25 - pyseoanalyzer 2025.4.3 Source cves: CVE-2026-55443 Source advisory:...

olorenchemengine (>=0.0.0, <=1.0.3), recsys-slates-dataset (>=0.0.5, <=0.0.6) potentially affected by CVE-2026-31221 via pytorch-lightning (1.4.1)

pytorch-lightning PYPI version 1.4.1 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - olorenchemengine =0.0.0, =0.0.5, =0.0.6 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

dataset-format-benchmark (0.0.10) potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.2)

pytorch-lightning PYPI version 1.9.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark 0.0.10 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

dataset-format-benchmark (>=0.0.11, <=0.0.12), hybrid-graph (>=0.2.0, <=0.61.0) +2 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.3)

pytorch-lightning PYPI version 1.9.3 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dataset-format-benchmark =0.0.11, =0.2.0, =0.1.0, =0.1.1 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

apache-airflow-providers-microsoft-azure (>=11.0.0rc1, <=12.2.2), apimarket (>=3.2.0, <=3.3.1) +6 more potentially affected by CVE-2026-44503 via microsoft-kiota-http (>=1.3.1, <=1.9.2)

microsoft-kiota-http PYPI version =1.3.1, =11.0.0rc1, =3.2.0, =1.0.0, =1.5.0, =3.16.1, =3.16.1, =1.2.0, =1.3.0 Source cves: CVE-2026-44503 Source advisory: OSV:PYSEC-2026-2647...

kaggle-mcp has a Path Traversal issue

A vulnerability has been found in dexhunter kaggle-mcp up to 406127ffcb2b91b8c10e20e6c2ca787fbc1dc92d. This vulnerability affects the function preparekaggledataset of the file src/kagglemcp/server.py. The manipulation of the argument competitionid leads to path traversal. The attack is possible t...

PYSEC-2026-2542 kaggle-mcp has a Path Traversal issue

A vulnerability has been found in dexhunter kaggle-mcp up to 406127ffcb2b91b8c10e20e6c2ca787fbc1dc92d. This vulnerability affects the function preparekaggledataset of the file src/kagglemcp/server.py. The manipulation of the argument competitionid leads to path traversal. The attack is possible t...

kedro-datasets has a path traversal vulnerability in PartitionedDataset that allows arbitrary file write

ImpactPartitionedDataset in kedro-datasets was vulnerable to path traversal. Partition IDs were concatenated directly with the dataset base path without validation. An attacker or malicious input containing .. components in a partition ID could cause files to be written outside the configured...

PYSEC-2026-2545 kedro-datasets has a path traversal vulnerability in PartitionedDataset that allows arbitrary file write

Impact PartitionedDataset in kedro-datasets was vulnerable to path traversal. Partition IDs were concatenated directly with the dataset base path without validation. An attacker or malicious input containing .. components in a partition ID could cause files to be written outside the configured...

PYSEC-2026-2499 Google Cloud Vertex AI SDK affected by Stored Cross-Site Scripting (XSS)

Stored Cross-Site Scripting XSS in the genai/evalsvisualization component of Google Cloud Vertex AI SDK google-cloud-aiplatform versions from 1.98.0 up to but not including 1.131.0 allows an unauthenticated remote attacker to execute arbitrary JavaScript in a victim's Jupyter or Colab environment...

PYSEC-2026-2372 Apache Superset Improper Authorization allows low-privileged users to bypass access controls

An Improper Authorization vulnerability exists in Apache Superset that allows a low-privileged user to bypass data access controls. When creating a dataset, Superset enforces permission checks to prevent users from querying unauthorized data. However, an authenticated attacker with permissions to...

Apache Superset Improper Authorization allows low-privileged users to bypass access controls

An Improper Authorization vulnerability exists in Apache Superset that allows a low-privileged user to bypass data access controls. When creating a dataset, Superset enforces permission checks to prevent users from querying unauthorized data. However, an authenticated attacker with permissions to...

llvm-ir-dataset-utils (0.2.0), ml-compiler-opt (>=0.0.1.dev202306210145, <=0.0.1.dev202401270006) +4 more potentially affected by CVE-2024-8375 via dm-reverb (>=0.7.0, <=0.14.0)

dm-reverb PYPI version =0.7.0, =0.0.1.dev202306210145, =0.0.1, =0.4.4, =3.0.1, =0.0.1, =0.0.2 Source cves: CVE-2024-8375 Source advisory: OSV:PYSEC-2026-2452...

PT-2026-58975

Summary The FileCatalog DatasetManager runs a query on the database and passes the result to eval. The SQL query contains an injection vulnerability which allows an authenticated user to control the parameter returned to the eval resulting in remote code execution. Details The FileCatalog...

HarmQ: Harmonic Backdoor Attacks against Quantum Neural Networks

Quantum Neural Networks QNNs have emerged as a promising paradigm for quantum machine learning in the Noisy Intermediate-Scale Quantum NISQ era, leveraging quantum phenomena such as superposition and entanglement to process information in exponentially large Hilbert spaces. However, QNNs inherit...