CVE-2024-49361

HIGHNVD 8.18.1—
EchelonGraph scoreMEDIUM confidence

This high-severity CVE scores 8.1 under NVD CVSS v3. EPSS exploit probability: 0.7%, top 51% of all CVEs by exploit prediction. GitHub Security Advisory data not yet ingested — confidence will rise once GHSA publishes (typical lag: hours to days for open-source ecosystem CVEs; never for infrastructure-only CVEs).

Triggered by: NVD CVSS baseline
Sources: epss, nvd
8.1EG
EchelonGraph verdictPlan a fixSerious severity, but no confirmed exploitation yet.
  • High severity, but no confirmed exploitation yet
CISA-KEV: Not listedEPSS PROB: 1%CVSS: 8.1Exploit: None knownExposed: 0

No vendor fix yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for a patch.

ACON is a widely-used library of tools for machine learning that focuses on adaptive correlation optimization. A potential vulnerability has been identified in the input validation process, which could lead to arbitrary code execution if exploited. This issue could allow an attacker to submit malicious input data, bypassing input validation, resulting in remote code execution in certain machine learning applications using the ACON library. All users utilizing ACON’s input-handling functions are potentially at risk. Specifically, machine learning models or applications that ingest user-generated data without proper sanitization are the most vulnerable. Users running ACON on production servers are at heightened risk, as the vulnerability could be exploited remotely. As of time of publication, it is unclear whether a fix is available.

CVSS v3
8.1
EG Score
8.1(medium)
EG Risk
52(Track)
EG Risk 52/100SSVC: Track

EG Risk is EchelonGraph's 0–100 priority score: it fuses intrinsic severity with real-world exploitation and automatability so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner. Distinct from the 0–10 EG Score (severity).

How it’s computed
Severity81% × 45%
Exploitation1% × 40%
Automatability100% × 15%
Action: Routine — remediate on your standard cadence.
EPSS PROB
1%
EPSS %ILE
52%
KEV
Not listed

Published

October 18, 2024

Last Modified

April 15, 2026

Advisory Details (1)

Auto-updated Sep 19, 2026
Patch available. Sources: github.
github Patch Available

Potential Vulnerability in ACON Library: Improper Input Validation Leading to Malicious Code Execution · Advisory · torinriley/ACON · GitHub

https://github.com/torinriley/ACON/security/advisories/GHSA-345g-6rmp-3cv9

Weakness Classification(1)

MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.

Data Freshness Timeline

(refreshed 7× in last 7d / 31× in last 30d)

Each row is a source pipeline that fetched or updated this CVE on that date, with what changed. For example, "NVD update" means NVD published or revised its analysis for this CVE; "MITRE cvelistV5" means we ingested or refreshed it from the CNA feed. Most recent first.

Showing the most recent 100 of 181 total refreshes for this CVE.

  1. 2026-09-24 14:01 UTCEPSS rescore
  2. 2026-09-23 13:46 UTCEPSS rescore
  3. 2026-09-22 14:47 UTCEPSS rescore
  4. 2026-09-20 20:14 UTCEPSS rescore
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  18. 2026-09-08 21:58 UTCEPSS rescore
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  20. 2026-09-06 13:46 UTCEPSS rescore
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  22. 2026-09-04 13:59 UTCEPSS rescore
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  24. 2026-09-02 14:10 UTCEPSS rescore
  25. 2026-09-01 13:52 UTCEPSS rescore
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  1. 2026-09-01 13:52 UTCEPSS rescore
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  3. 2026-08-30 19:16 UTCEPSS rescore
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  5. 2026-08-28 21:39 UTCEPSS rescore
  6. 2026-08-27 14:23 UTCEPSS rescore
  7. 2026-08-26 14:44 UTCEPSS rescore
  8. 2026-08-25 13:47 UTCEPSS rescore
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  10. 2026-08-23 00:18 UTCEPSS rescore
  11. 2026-08-21 23:47 UTCEPSS rescore
  12. 2026-08-20 22:54 UTCEPSS rescore
  13. 2026-08-19 17:02 UTCEPSS rescore
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  15. 2026-08-18 13:46 UTCEPSS rescore
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  18. 2026-08-16 02:13 UTCEPSS rescore
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  20. 2026-08-13 21:59 UTCEPSS rescore
  21. 2026-08-12 13:49 UTCEPSS rescore
  22. 2026-08-11 13:40 UTCEPSS rescore
  23. 2026-08-10 23:58 UTCEPSS rescore
  24. 2026-08-09 13:45 UTCEPSS rescore
  25. 2026-08-08 16:35 UTCEPSS rescore
  26. 2026-08-07 16:25 UTCEPSS rescore
  27. 2026-08-06 13:45 UTCEPSS rescore
  28. 2026-08-05 19:16 UTCEPSS rescore
  29. 2026-08-04 15:08 UTCEPSS rescore
  30. 2026-08-04 10:36 UTCEPSS rescore
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  35. 2026-07-30 16:26 UTCEPSS rescore
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  38. 2026-07-27 14:11 UTCEPSS rescore
  39. 2026-07-26 14:53 UTCEPSS rescore
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  41. 2026-07-25 14:17 UTCEPSS rescore
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  43. 2026-07-24 14:16 UTCEPSS rescore
  44. 2026-07-23 14:17 UTCEPSS rescore
  45. 2026-07-23 14:17 UTCEPSS rescore
  46. 2026-07-23 02:42 UTCEG score recompute
  47. 2026-07-22 14:07 UTCEPSS rescore
  48. 2026-07-22 14:07 UTCEPSS rescore
  49. 2026-07-21 15:23 UTCEPSS rescore
  50. 2026-07-20 17:06 UTCEPSS rescore
  51. 2026-07-19 14:30 UTCEPSS rescore
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  55. 2026-07-18 10:03 UTCEPSS rescore
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  57. 2026-07-16 17:02 UTCEPSS rescore
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  60. 2026-07-15 01:59 UTCEPSS rescore
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  62. 2026-07-13 22:29 UTCEPSS rescore
  63. 2026-07-13 06:12 UTCEPSS rescore
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  66. 2026-07-11 08:26 UTCEPSS rescore
  67. 2026-07-09 19:09 UTCEPSS rescore
  68. 2026-07-09 19:09 UTCEPSS rescore
  69. 2026-07-08 15:14 UTCEPSS rescore
  70. 2026-07-07 13:45 UTCEPSS rescore
  71. 2026-07-06 16:26 UTCEPSS rescore
  72. 2026-07-06 02:22 UTCEPSS rescore
  73. 2026-07-05 02:29 UTCEPSS rescore
  74. 2026-07-04 06:30 UTCEPSS rescore
  75. 2026-07-01 15:05 UTCEPSS rescore

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Frequently asked(5)

What is CVE-2024-49361?
CVE-2024-49361 is a high vulnerability published on October 18, 2024. ACON is a widely-used library of tools for machine learning that focuses on adaptive correlation optimization. A potential vulnerability has been identified in the input validation process, which could lead to arbitrary code execution if exploited. This issue could allow an attacker to submit…
When was CVE-2024-49361 disclosed?
CVE-2024-49361 was first published in the National Vulnerability Database on October 18, 2024, with the most recent update on April 15, 2026. EchelonGraph re-ingests CVE updates from NVD on a 2-hour cycle, so this page reflects the latest published state.
Is CVE-2024-49361 actively exploited?
CVE-2024-49361 is not currently on CISA's Known Exploited Vulnerabilities catalog. FIRST EPSS estimates a 1% probability of exploitation in the next 30 days, which ranks it in the top 47.6% of all scored CVEs.
What is the CVSS score of CVE-2024-49361?
CVE-2024-49361 has a CVSS v3 base score of 8.1 (NVD).
How do I remediate CVE-2024-49361?
Patch to the fixed version published by the affected vendor. Where vendor advisories exist for CVE-2024-49361, EchelonGraph cross-links them in the Vendor Advisories panel below — those typically contain the canonical remediation steps, fixed version numbers, and any vendor-specific mitigations.

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