ARIA AI · MALWARE ANALYSIS

EMBER Malware Triage

Static PE analysis with LightGBM, SHAP explainability, and YARA pattern matching. Defensive triage only — no execution, no sandbox, no payload generation.

Launch Gradio Console Model Card Dataset Pipeline Flow

PE Features Validator LightGBM SHAP YARA Agent Analyst Report

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Malware Probability

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Risk Level

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ROC-AUC

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PR-AUC

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YARA Matches

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Latency (ms)

Safety Policy: Static analysis only. This system parses PE metadata with LIEF and classifies feature vectors. It does not execute binaries, run sandboxes on unknown files, generate exploits, or create payloads.

Demo Sample — YARA Matches

Rule	Severity	Category	Matched Strings
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Top SHAP Features

Feature	Value	SHAP	Direction
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Recommended Next Steps

Built by Aria AI · Session-only demo · Authorized samples only