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Vulcora — a security-research house. We read what's hidden in open weights: backdoors, tampering, provenance. Protora: DETECT · ATTEST · EXCISE. Home of the $51.2K Model-Backdoor Challenge
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ArianVR
updated a
model 7 days ago
ArianVR
published a
model 7 days ago
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The vault is open — and the wolf was the *least* suspicious model of the seven 🐺
Vulcora
• ArianVR
updated a
Space 15 days ago
Post
127
Backdoor Challenge Announcement
We hid a backdoor in one of seven open models and put $51,200 on finding it. 🐺
All seven are SmolLM2‑135M‑Instruct derivatives, statistically indistinguishable. One is a teaching model that openly confesses; five are decoys; one carries a trigger it never declared. Every open‑source backdoor scanner we tested passes them as clean — several even rank a clean model as more suspicious than the backdoored one. Detection isn't recovery, and recovery is the hard part.
The hoard doubles every dawn and the vault opens 21 July, when we publish the sealed answer against a pre‑registered commitment. Winning is self‑verifying: make the trigger fire.
Models: huggingface.co/Vulcora
Try the confessing one: huggingface.co/spaces/Vulcora/the-mirror
Rules & Story: protora.vulcora.se/challenge
We hid a backdoor in one of seven open models and put $51,200 on finding it. 🐺
All seven are SmolLM2‑135M‑Instruct derivatives, statistically indistinguishable. One is a teaching model that openly confesses; five are decoys; one carries a trigger it never declared. Every open‑source backdoor scanner we tested passes them as clean — several even rank a clean model as more suspicious than the backdoored one. Detection isn't recovery, and recovery is the hard part.
The hoard doubles every dawn and the vault opens 21 July, when we publish the sealed answer against a pre‑registered commitment. Winning is self‑verifying: make the trigger fire.
Models: huggingface.co/Vulcora
Try the confessing one: huggingface.co/spaces/Vulcora/the-mirror
Rules & Story: protora.vulcora.se/challenge
- 5 replies
ArianVR
published a
Space 20 days ago
ArianVR
updated 7
models 20 days ago
Vulcora/protora-mbd-challenge-6
Text Generation • 0.2B • Updated • 2.84k
Vulcora/protora-mbd-challenge-5
Text Generation • 0.2B • Updated • 1.92k
Vulcora/protora-mbd-challenge-4
Text Generation • 0.2B • Updated • 1.79k
Vulcora/protora-mbd-challenge-3
Text Generation • 0.2B • Updated • 1.96k
Vulcora/protora-mbd-challenge-2
Text Generation • 0.2B • Updated • 2.22k
Vulcora/protora-mbd-challenge-1
Text Generation • 0.2B • Updated • 2.05k
Vulcora/protora-mbd-challenge-0
Text Generation • 0.2B • Updated • 1.89k
ArianVR
published 7
models 22 days ago
Vulcora/protora-mbd-challenge-6
Text Generation • 0.2B • Updated • 2.84k
Vulcora/protora-mbd-challenge-5
Text Generation • 0.2B • Updated • 1.92k
Vulcora/protora-mbd-challenge-4
Text Generation • 0.2B • Updated • 1.79k
Vulcora/protora-mbd-challenge-3
Text Generation • 0.2B • Updated • 1.96k
Vulcora/protora-mbd-challenge-2
Text Generation • 0.2B • Updated • 2.22k
Vulcora/protora-mbd-challenge-1
Text Generation • 0.2B • Updated • 2.05k
Vulcora/protora-mbd-challenge-0
Text Generation • 0.2B • Updated • 1.89k