Pith Number

pith:IKXJME4E

pith:2024:IKXJME4EPI4HRUO65G6XKE5Z5K

not attested not anchored not stored refs pending

Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback

Daechul Ahn, Dongyeop Kang, Jonghyun Choi, Youngjae Yu, Yura Choi

arxiv:2402.03746 v3 · 2024-02-06 · 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{IKXJME4EPI4HRUO65G6XKE5Z5K}

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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

4 papers in Pith

No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs

PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance

Unified Reward Model for Multimodal Understanding and Generation

VERTIGO: Visual Preference Optimization for Cinematic Camera Trajectory Generation

Receipt and verification

First computed	2026-07-05T08:32:36.028833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42ae9613847a3878d1dee9bd7513b9eabefad1f2e40f3ce53c449529c49d854b

Aliases

arxiv: 2402.03746 · arxiv_version: 2402.03746v3 · doi: 10.48550/arxiv.2402.03746 · pith_short_12: IKXJME4EPI4H · pith_short_16: IKXJME4EPI4HRUO6 · pith_short_8: IKXJME4E

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/IKXJME4EPI4HRUO65G6XKE5Z5K \
  | 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: 42ae9613847a3878d1dee9bd7513b9eabefad1f2e40f3ce53c449529c49d854b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4be818d69ff4a2872023bffbb1f74b64675b4f04c8dc895abff27834e65b768",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-06T06:27:40Z",
    "title_canon_sha256": "4cd032d67fabe68512c3bc661cb48a1e793174300d49c696731ca33c1607f086"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03746",
    "kind": "arxiv",
    "version": 3
  }
}