Pith Number

pith:MADJDFNL

pith:2025:MADJDFNLGOHBNAGAGESRP246R5

not attested not anchored not stored refs pending

Model-Based Offline Reinforcement Learning with Reliability-Guaranteed Sequence Modeling

Shenghong He

arxiv:2502.06491 v2 · 2025-02-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MADJDFNLGOHBNAGAGESRP246R5}

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	2026-07-05T10:57:55.721783Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60069195ab338e1680c0312517eb9e8f58a9034a5752082bb70a4ed97e2b48f3

Aliases

arxiv: 2502.06491 · arxiv_version: 2502.06491v2 · doi: 10.48550/arxiv.2502.06491 · pith_short_12: MADJDFNLGOHB · pith_short_16: MADJDFNLGOHBNAGA · pith_short_8: MADJDFNL

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/MADJDFNLGOHBNAGAGESRP246R5 \
  | 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: 60069195ab338e1680c0312517eb9e8f58a9034a5752082bb70a4ed97e2b48f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "575f4fe549810364dccfa29c63b87ed40590d0521b18f7200e36b0a8a3a7119b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T14:08:55Z",
    "title_canon_sha256": "ba1f5720374354925cf44a8599e6d8fb7f6258db5a8e6c9a63592edf8275577f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06491",
    "kind": "arxiv",
    "version": 2
  }
}