Pith Number

pith:SYQIQXUO

pith:2025:SYQIQXUOXODL432WKAQDJIBCV7

not attested not anchored not stored refs pending

MORAL: A Multimodal Reinforcement Learning Framework for Decision Making in Autonomous Laboratories

Arvind Ramanathan, Natalie Tirabassi, Sathish A. P. Kumar, Sumit Jha

arxiv:2504.03153 v1 · 2025-04-04 · 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{SYQIQXUOXODL432WKAQDJIBCV7}

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	2026-07-05T10:44:27.320283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9620885e8ebb86be6f56502034a022afdb07fcaae09a5b23ed9913f044cbdac8

Aliases

arxiv: 2504.03153 · arxiv_version: 2504.03153v1 · doi: 10.48550/arxiv.2504.03153 · pith_short_12: SYQIQXUOXODL · pith_short_16: SYQIQXUOXODL432W · pith_short_8: SYQIQXUO

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/SYQIQXUOXODL432WKAQDJIBCV7 \
  | 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: 9620885e8ebb86be6f56502034a022afdb07fcaae09a5b23ed9913f044cbdac8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc9eac640d4ca5d0f8cc5753b6bb00eb78a08f464242061a23caecf8ca7eb39d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-04T04:15:52Z",
    "title_canon_sha256": "ebe24c656e23a01bd88551509689a2f36a6af690dff106b11fde01c7f025e1a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03153",
    "kind": "arxiv",
    "version": 1
  }
}