Pith Number

pith:OMLEIK4V

pith:2024:OMLEIK4VZFYNX7P2WONTZZPMSF

not attested not anchored not stored refs pending

CLIP-DPO: Vision-Language Models as a Source of Preference for Fixing Hallucinations in LVLMs

Adrian Bulat, Brais Martinez, Georgios Tzimiropoulos, Yassine Ouali

arxiv:2408.10433 v1 · 2024-08-19 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OMLEIK4VZFYNX7P2WONTZZPMSF}

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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

2 papers in Pith

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation

S2H-DPO: Hardness-Aware Preference Optimization for Vision-Language Models

Receipt and verification

First computed	2026-07-05T08:57:11.782248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7316442b95c970dbfdfab39b3ce5ec916cf6b8d569708d975fb9233081c743b4

Aliases

arxiv: 2408.10433 · arxiv_version: 2408.10433v1 · doi: 10.48550/arxiv.2408.10433 · pith_short_12: OMLEIK4VZFYN · pith_short_16: OMLEIK4VZFYNX7P2 · pith_short_8: OMLEIK4V

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/OMLEIK4VZFYNX7P2WONTZZPMSF \
  | 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: 7316442b95c970dbfdfab39b3ce5ec916cf6b8d569708d975fb9233081c743b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f50a35db572b894b33f3ac94b5c4cf62a1ab82a83beb0fb975c42a2be1122cc9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-08-19T21:56:20Z",
    "title_canon_sha256": "b4a87e32097f7725f6121f3be04ff3600dbab873146fae794a5e6f128c2fca0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10433",
    "kind": "arxiv",
    "version": 1
  }
}