The _load_model() function in the neural_magic_training.py script of the optimate project in commit a6d302f912b481c94370811af6b11402f51d377f (2024-07-21) is vulnerable to insecure deserialization (CWE-502). When loading a model state dictionary from a state_dict.pt file via torch.load(), the function does not enable the weights_only=True security parameter. This allows the deserialization of arbitrary Python objects through the Pickle module. A remote attacker can exploit this by providing a maliciously crafted state_dict.pt file within a directory specified via the --model argument, leading to arbitrary code execution during the deserialization process on the victim's system.
CVE-2026-31218
“—” beside the score: it is equal to NVD's CVSS score.
Score 8.8 from GitHub Security Advisory (severity: HIGH) published 2026-05-12. NVD baseline CVSS 8.8; sources differ by 0.0.
Also known asEUVD-2026-29502 (ENISA EUVD) · GHSA-q2mf-qjjq-ghcc (GitHub Security Advisories)Source: ENISA EUVD
- High severity, but no confirmed exploitation yet
No fix is confirmed yet — apply a workaround or compensating control (WAF / firewall / segmentation) and watch for the fix.
- CVSS v3
- 8.8
- EG Score
- 8.8HIGHmedium confidence
- EG Risk
- 40EG Risk 40/100
EG Risk is EchelonGraph's 0–100 priority score. It fuses impact severity (EG Severity, the CVSS base score, never the KEV-floored or EPSS-lifted EG Score) with real-world exploitation and automatability, under weights EchelonGraph set by hand, so you can rank equal-severity CVEs and fix the most dangerous first. Higher = act sooner.
How it’s computed (value × EchelonGraph’s weight)Severity88% × 45%Impact severity (EG Severity): CVSS 8.8 of 10. Never the KEV-floored or EPSS-lifted EG Score.Exploitation0.6% × 40%FIRST EPSS: the 30-day exploitation probability when EchelonGraph scored this CVE.Automatability0% × 15%CISA's SSVC Automatable value: no (Vulnrichment).SSVC (CISA's decision table, applied by EchelonGraph): Track at low or medium mission impact; Track* at high (mission-essential systems).Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE.Action: No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix. - EPSS PROB
- 0.6%
- EPSS %ILE
- 46th
- KEV
- Not listed
What the EG score is made of (scorer v4.0: the three questions the 0–10 score mixes, published apart · methodology)
The EG score (8.8): severity, escalated by confirmed exploitation. This CVE's 8.8 is its impact severity (EG Severity), not escalated.
- EG Severity
- 8.8 HIGHCVSS-B, impact only: no KEV listing, EPSS or EG-KEV tier raises it.GitHub Security Advisory CVSS
- EG Likelihood
- 0.6% within 30 daysSource: FIRST EPSS (model v2026.06.15, score date 2026-10-29). FIRST's exploitation probability, not an EchelonGraph model.
- Confirmed exploitation
- None on record (CISA KEV, EG-KEV Tier 1)Reported apart from the likelihood: an observed fact, not a probability.
- EG Priority
- SSVC Track at medium mission impactTrack at low or medium mission impact; Track* at high (mission-essential systems).CISA BOD 26-04: 14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.Each input and its source: the SSVC and BOD 26-04 blocks below.
SSVC (CISA's decision table, applied by EchelonGraph)Track at low or medium mission impact; Track* at high (mission-essential systems).
No fix is confirmed yet. Restrict network exposure of the affected system or apply the vendor's mitigation within your standard update timelines, and watch the vendor's advisory for the fix.
Exploitation none (CISA Vulnrichment) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). All three are CISA's SSVC values (Vulnrichment). EchelonGraph applied CISA's decision table to them; CISA publishes SSVC inputs and the table, not a decision for each CVE. Mission impact is CISA's Mission & Well-being decision point, and only you can judge it. CISA's table makes it high when Mission Prevalence is Essential — the vulnerable component "directly provides capabilities that constitute at least one MEF for at least one entity" (MEF: mission essential function) — or when Public Well-Being Impact is Irreversible: "multiple fatalities are likely", the cyber-physical system "is likely lost or destroyed", "extreme or serious externalities" are imposed on other parties, or social systems such as elections or the financial grid "are destabilized and potentially collapse". CISA's decision table
BOD 26-04 (CISA's remediation timeline, Table 1)14 days if the affected system is publicly exposed; Fix on system upgrade if it is not.
In CISA KEV no (CISA's KEV catalog) · Automatable no (CISA Vulnrichment) · Technical impact total (CISA Vulnrichment). Whether your system is publicly exposed is yours to answer. BOD 26-04 binds US Federal Civilian Executive Branch agencies; for anyone else it is CISA's published timeline, a reference rather than an obligation. The directive · how EchelonGraph applies it
Published
May 12, 2026
Last Modified
May 15, 2026
Advisory Details (2)
Auto-updated May 15, 2026GitHub - nebuly-ai/optimate: A collection of libraries to optimise AI model performances · GitHub
https://github.com/nebuly-ai/optimateVendor Advisories for CVE-2026-31218(1)
These vendors published their own advisory mentioning this CVE — often with vendor-specific remediation steps + affected product lists not in NVD.
Weakness Classification(1)
MITRE Common Weakness Enumeration — the root-cause categories this CVE belongs to.
Data Freshness Timeline
(refreshed 12× in last 7d / 41× in last 30d)
Each row is a time one of our pipelines fetched, updated or re-scored this CVE. 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. An arrow marks a change the record states ("CVSS v3 → 9.1"); EPSS and GHSA rows show the values recorded at that time, not what changed (EPSS values are rounded; hover one for the exact figures). Most recent first.
Showing the most recent 95 of 280 refreshes on record for this CVE.
A repeat, a row identical to one the same pipeline wrote less than 10 seconds earlier, is not a separate refresh and is not counted. 5 repeat rows among the latest 100 are merged into the row they repeat. The 185 oldest rows on record are not shown and were not checked, so the counts can still include repeats.
- 2026-10-30 16:34 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-30 08:28 UTCEG score recompute
- 2026-10-30 08:28 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-10-29 16:33 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-28 16:32 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-27 16:31 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-26 16:31 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-25 16:32 UTCEPSS rescoreEPSS 0.6% · 46th percentile
- 2026-10-25 14:36 UTCEG score recompute
- 2026-10-24 16:32 UTCEPSS rescoreEPSS 0.8% · 56th percentile
- 2026-10-24 00:15 UTCEG score recompute
- 2026-10-24 00:15 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-10-23 16:31 UTCEPSS rescoreEPSS 0.8% · 56th percentile
- 2026-10-22 16:34 UTCEPSS rescoreEPSS 0.8% · 56th percentile
- 2026-10-21 16:32 UTCEPSS rescoreEPSS 0.8% · 56th percentile
- 2026-10-20 16:33 UTCEPSS rescoreEPSS 0.8% · 56th percentile
- 2026-10-19 16:31 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-18 16:31 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-18 03:48 UTCEG score recompute
- 2026-10-17 16:34 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-17 16:01 UTCEG score recompute
- 2026-10-17 16:01 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-10-16 16:41 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-15 16:31 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-14 16:32 UTCEPSS rescoreEPSS 0.8% · 55th percentile
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- 2026-10-13 16:34 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-12 16:34 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-12 16:15 UTCEG score recompute
- 2026-10-11 19:57 UTCEG score recompute
- 2026-10-11 17:11 UTCEG score recompute
- 2026-10-11 14:39 UTCEG score recompute
- 2026-10-11 13:48 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-10 20:00 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-09 20:07 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-08 17:12 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-07 23:47 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-06 15:17 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-05 17:42 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-04 23:22 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-03 14:25 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-10-01 19:49 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-09-30 15:03 UTCEPSS rescoreEPSS 0.8% · 55th percentile
- 2026-09-28 13:51 UTCEPSS rescoreEPSS 0.8% · 54th percentile
- 2026-09-26 15:58 UTCEPSS rescoreEPSS 0.8% · 54th percentile
- 2026-09-26 00:26 UTCEPSS rescoreEPSS 0.8% · 54th percentile
- 2026-09-20 20:15 UTCEPSS rescoreEPSS 0.6% · 45th percentile
- 2026-09-18 19:27 UTCEPSS rescoreEPSS 0.6% · 45th percentile
- 2026-09-17 19:30 UTCEPSS rescoreEPSS 0.6% · 45th percentile
- 2026-09-16 14:08 UTCEPSS rescoreEPSS 0.6% · 45th percentile
- 2026-09-16 05:15 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-13 16:47 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-12 15:01 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-11 14:52 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-10 09:34 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-08 22:00 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-07 16:01 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-06 13:47 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-04 05:06 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-02 14:11 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-01 13:53 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-09-01 04:39 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-30 19:17 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-30 01:22 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-28 21:41 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-27 14:25 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-26 14:46 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-25 13:49 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-24 14:17 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-23 18:25 UTCEG score recompute
- 2026-08-23 18:25 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-23 00:19 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-21 23:49 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-20 22:55 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-19 17:03 UTCEPSS rescoreEPSS 0.6% · 44th percentile
- 2026-08-18 13:48 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-17 13:47 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-17 10:55 UTCEG score recompute
- 2026-08-17 10:55 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-16 14:56 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-16 04:17 UTCEG score recompute
- 2026-08-16 04:17 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-16 02:14 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-15 01:30 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-14 14:56 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-14 02:48 UTCEG score recompute
- 2026-08-14 02:48 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-13 22:00 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-13 04:26 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-12 16:17 UTCEG score recompute
- 2026-08-12 16:17 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-12 13:50 UTCEPSS rescoreEPSS 0.6% · 43rd percentile
- 2026-08-11 15:43 UTCEG score recompute
- 2026-08-11 15:43 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
- 2026-08-11 01:05 UTCEG score recompute
- 2026-08-11 01:05 UTCGHSA enrichmentGHSA-q2mf-qjjq-ghcc · GitHub severity HIGH · GitHub CVSS 8.8
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Frequently asked(5)
What is CVE-2026-31218?
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What is the CVSS score of CVE-2026-31218?
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Dependency Blast Radius
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