Pith Number

pith:YLLMPMNI

pith:2024:YLLMPMNI4BCYUHXQCBZJF53VXN

not attested not anchored not stored refs pending

vTune: Verifiable Fine-Tuning for LLMs Through Backdooring

Akilesh Potti, Arka Pal, Eva Zhang, Micah Goldblum

arxiv:2411.06611 v2 · 2024-11-10 · cs.LG · cs.AI · cs.CY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YLLMPMNI4BCYUHXQCBZJF53VXN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

OVIG: Optimistic Verification of AI Training Integrity via Gradient Signals

Position: LLM Watermarking Should Align Stakeholders' Incentives for Practical Adoption

Receipt and verification

First computed	2026-07-05T09:34:22.830089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2d6c7b1a8e0458a1ef0107292f775bb7cd8f31bebf9dc4443e67cc15d83557e

Aliases

arxiv: 2411.06611 · arxiv_version: 2411.06611v2 · doi: 10.48550/arxiv.2411.06611 · pith_short_12: YLLMPMNI4BCY · pith_short_16: YLLMPMNI4BCYUHXQ · pith_short_8: YLLMPMNI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/YLLMPMNI4BCYUHXQCBZJF53VXN \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: c2d6c7b1a8e0458a1ef0107292f775bb7cd8f31bebf9dc4443e67cc15d83557e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "facca3a1a591a836b56cce4afb2cbc5be40715b52b8a01326ce952891e203aad",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-10T22:08:37Z",
    "title_canon_sha256": "09764bef7d8fa29252135ce51f9e1c893172a59324cbdf45523b83ea149f913d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06611",
    "kind": "arxiv",
    "version": 2
  }
}