Pith Number

pith:2GTSE74V

pith:2025:2GTSE74VPISXONZWAPNORYVR6C

not attested not anchored not stored refs pending

CausalCOMRL: Context-Based Offline Meta-Reinforcement Learning with Causal Representation

Gang Pan, Haoliang Sun, Wenjia Meng, Zhengzhe Zhang

arxiv:2502.00983 v1 · 2025-02-03 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2GTSE74VPISXONZWAPNORYVR6C}

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.

Cited by

1 paper in Pith

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction

Receipt and verification

First computed	2026-07-05T10:08:41.051000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1a7227f957a2577373603dae8e2b1f0bd1a2fa78b4d24e963402be9cf1f1278

Aliases

arxiv: 2502.00983 · arxiv_version: 2502.00983v1 · doi: 10.48550/arxiv.2502.00983 · pith_short_12: 2GTSE74VPISX · pith_short_16: 2GTSE74VPISXONZW · pith_short_8: 2GTSE74V

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/2GTSE74VPISXONZWAPNORYVR6C \
  | 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: d1a7227f957a2577373603dae8e2b1f0bd1a2fa78b4d24e963402be9cf1f1278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97338e0a1ce6e4d2c07ac6dbad9a1738715eeb050853f5c94411250514714f5b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T01:43:54Z",
    "title_canon_sha256": "950e15a9a6fb33fee3c272faf0ffff0cbd5e7f2828ce450b92b00b64d8ae850b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00983",
    "kind": "arxiv",
    "version": 1
  }
}