Pith Number

pith:TYTJWBSI

pith:2025:TYTJWBSIR47FWSE2GHEBP25RNM

not attested not anchored not stored refs pending

Robust Counterfactual Inference in Markov Decision Processes

Jessica Lally, Milad Kazemi, Nicola Paoletti

arxiv:2502.13731 v5 · 2025-02-19 · 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{TYTJWBSIR47FWSE2GHEBP25RNM}

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	2026-05-25T02:02:06.509250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e269b06488f3e5b489a31c817ebb16b04f1ae403d365efb9da6452a598bfd44

Aliases

arxiv: 2502.13731 · arxiv_version: 2502.13731v5 · doi: 10.48550/arxiv.2502.13731 · pith_short_12: TYTJWBSIR47F · pith_short_16: TYTJWBSIR47FWSE2 · pith_short_8: TYTJWBSI

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/TYTJWBSIR47FWSE2GHEBP25RNM \
  | 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: 9e269b06488f3e5b489a31c817ebb16b04f1ae403d365efb9da6452a598bfd44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "258e9a0a834bf7a91a502bf23281af788a54beab4cac3f022717c93380792d4c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-19T13:56:20Z",
    "title_canon_sha256": "81c42bf1fbb563827d78a1a870e58234d59a2268c9b2ad0a57511801c19f5fee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13731",
    "kind": "arxiv",
    "version": 5
  }
}