Pith Number

pith:MBD6DYFK

pith:2024:MBD6DYFKPFIUJENVRUK6GDVT7P

not attested not anchored not stored refs pending

Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models

Ondrej Bohdal, Timothy Hospedales, Tingyang Yu, Yongshuo Zong, Yongxin Yang

arxiv:2402.02207 v2 · 2024-02-03 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MBD6DYFKPFIUJENVRUK6GDVT7P}

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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

13 papers in Pith

ROBOSHACKLES: A Safety Dataset for Human-Injury Prevention in Embodied Foundation Models

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges

Defending Against Malicious Finetuning by Scaling Train-time Adversarial Attacks

Constitutional On-Policy Safe Distillation

SafeSteer: Localized On-Policy Distillation for Efficient Safety Alignment

Receipt and verification

First computed	2026-07-05T08:33:00.235997Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6047e1e0aa79514491b58d15e30eb3fbe9832da31e41ddb615a2bd70fd022d7e

Aliases

arxiv: 2402.02207 · arxiv_version: 2402.02207v2 · doi: 10.48550/arxiv.2402.02207 · pith_short_12: MBD6DYFKPFIU · pith_short_16: MBD6DYFKPFIUJENV · pith_short_8: MBD6DYFK

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/MBD6DYFKPFIUJENVRUK6GDVT7P \
  | 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: 6047e1e0aa79514491b58d15e30eb3fbe9832da31e41ddb615a2bd70fd022d7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bd649d66ef533f6a042d345faf1a8110da4ab461c23ec1c1e3c4e73c09d5f9b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-03T16:43:42Z",
    "title_canon_sha256": "406edc43360f8e0fc82421e1b7ca062df2800e46d32d6e3a1a56032961bdc7ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02207",
    "kind": "arxiv",
    "version": 2
  }
}