Pith Number

pith:IFFSEQZU

pith:2025:IFFSEQZUSTFULSSIAMWLSGKJBP

not attested not anchored not stored refs pending

Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach

Jiajian Li, Minting Pan, Xiaokang Yang, Yitao Zheng, Yunbo Wang

arxiv:2505.06482 v2 · 2025-05-10 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFFSEQZUSTFULSSIAMWLSGKJBP}

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.

Receipt and verification

First computed	2026-07-05T11:04:50.875615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

414b22433494cb45ca48032cb919490be04b9f93b48b41a392013a7b210b719d

Aliases

arxiv: 2505.06482 · arxiv_version: 2505.06482v2 · doi: 10.48550/arxiv.2505.06482 · pith_short_12: IFFSEQZUSTFU · pith_short_16: IFFSEQZUSTFULSSI · pith_short_8: IFFSEQZU

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/IFFSEQZUSTFULSSIAMWLSGKJBP \
  | 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: 414b22433494cb45ca48032cb919490be04b9f93b48b41a392013a7b210b719d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ca906500d877225aa8463791ea20c3748e58c92a5149fd7f6cdf3c27c5ad9f4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-10T00:54:12Z",
    "title_canon_sha256": "acf2a6aa9b1096b09f40c0b40c0c283840633e67119f7d8a08d3249c6412c6e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06482",
    "kind": "arxiv",
    "version": 2
  }
}