pyod

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Merlion

Merlion: A Machine Learning Library for Time Series Table of Contents 1. Introduction 2. Comparison with Related Libraries 3. Installation 4. Documentation 5. Getting Started 1. Anomaly Detection 2. Forecasting 6. Evaluation and Benchmarking 7. Technical Report and Citing Merlion Introduction...

Forecasting Cybersecurity Incidents Using Geopolitical Data and Large Language Models

Predicting security incidents is a profound task critical for informing proactive defensive measures and cyber-insurance policies. Prior work tackling this problem mainly utilized structured, manually defined features based on network measurements e.g., protocol misconfigurations. Still, despite...

deepts-forecasting (>=0.1.0, <=0.1.2), eugene-tools (>=0.0.1, <=0.0.6) +6 more potentially affected by CVE-2024-5980 via pytorch-lightning (1.5.10)

pytorch-lightning PYPI version 1.5.10 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - deepts-forecasting =0.1.0, =0.0.1, =0.5.0, =1.1.2, =1.0.19, =0.1.0, =1.0.3 Source cves: CVE-2024-5980 Source advisory:...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2024-5452 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

darts v0.47.0

Time Series Made Easy in Python Darts is a Python library for user-friendly forecasting and anomaly detection on time series. It contains a variety of models, from classics such as ARIMA to deep neural networks. The forecasting models can all be used in the same way, using fit and predict...

Enhancing Anomaly Resilience in Research Networks: A Large-Scale Forecasting Benchmark for Dynamic Security Baselining

Research and Education Networks RENs serve as critical infrastructure for scientific discovery, yet they face a unique security paradox: their normal traffic patterns which are characterized by massive, bursty "elephant flows" are statistically indistinguishable from volumetric attacks such as DD...

CVE-2026-15829

A SQL injection CWE-89 and security boundary bypass CWE-863 vulnerability exists in the prebuilt BigQuery forecasting tool bigquery-forecast of googleapis/mcp-toolbox. The tool accepts client-controlled parameters datacol, timestampcol, and idcols as plain strings and interpolates them unescaped...

CVE-2026-15829

CVE-2026-15829 affects googleapis/mcp-toolbox (bigquery-forecast). The prebuilt forecasting tool interpolates client-controlled parameters (data_col, timestamp_col, id_cols) into a generated AI.FORECAST query via fmt.Sprintf without re-validation, enabling SQL injection (CWE-89) and a security bo...

PT-2026-61987

Name of the Vulnerable Software and Affected Versions googleapis/mcp-toolbox affected versions not specified Description A SQL injection and security boundary bypass issue exists in the prebuilt BigQuery forecasting tool bigquery-forecast. The tool accepts client-controlled parameters data col,...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

deepts-forecasting (>=0.1.0, <=0.1.2), eugene-tools (>=0.0.1, <=0.0.6) +6 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.5.10)

pytorch-lightning PYPI version 1.5.10 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - deepts-forecasting =0.1.0, =0.0.1, =0.5.0, =1.1.2, =1.0.19, =0.1.0, =1.0.3 Source cves: CVE-2026-58659 Source advisory:...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

deepts-forecasting (>=0.1.0, <=0.1.2), eugene-tools (>=0.0.1, <=0.0.6) +6 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.5.10)

pytorch-lightning PYPI version 1.5.10 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - deepts-forecasting =0.1.0, =0.0.1, =0.5.0, =1.1.2, =1.0.19, =0.1.0, =1.0.3 Source cves: CVE-2026-31221 Source advisory:...

ailite (>=6.0.2, <=6.1.10), craydel-database-wrapper (0.0.1) +13 more potentially affected by CVE-2025-12695 via dspy (2.6.27)

dspy PYPI version 2.6.27 is affected by a known vulnerability. The following packages have a transitive dependency on dspy and may be impacted: - ailite =6.0.2, =2.8.0, =0.1.6.dev8, =0.2.0, =1.0.53, =1.4.3, =0.7.0, =0.1.0, =1.9.0, =0.9.0, =0.1.0, =0.1.1, =0.1.3 Source cves: CVE-2025-12695 Source...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2024-8020 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2024-8019 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...

CVE-2026-34259

Due to an OS Command Execution vulnerability in SAP Forecasting & Replenishment, an authenticated attacker with administrative authorizations could abuse a non-remote-enabled function to execute arbitrary operating system commands. Successful exploitation could allow the attacker to read or modif...

Can Big Data Predict Market Movements Accurately?

Can Big Data predict markets? Learn how AI, investor behavior, and digital signals shape modern forecasting across stocks and crypto trends...

argos-trains (0.1.0), fastmri (>=0.1.0.post210716, <=0.1.1) +5 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.0.8)

pytorch-lightning PYPI version 1.0.8 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - argos-trains 0.1.0 - fastmri =0.1.0.post210716, =0.5.1, =0.5.3 - quickvision 0.1.1rc1 - raylab 0.14.12 Source cves:...