Pith Number

pith:H7BS6ME3

pith:2023:H7BS6ME3YZ27IMQDB2VWPI2FM7

not attested not anchored not stored refs pending

Causal Question Answering with Reinforcement Learning

Lukas Bl\"ubaum, Stefan Heindorf

arxiv:2311.02760 v2 · 2023-11-05 · cs.AI · 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{H7BS6ME3YZ27IMQDB2VWPI2FM7}

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	2026-07-05T07:59:56.538046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fc32f309bc675f432030eab67a34567d2dd22e67e20a977cf31969aa0b29573

Aliases

arxiv: 2311.02760 · arxiv_version: 2311.02760v2 · doi: 10.48550/arxiv.2311.02760 · pith_short_12: H7BS6ME3YZ27 · pith_short_16: H7BS6ME3YZ27IMQD · pith_short_8: H7BS6ME3

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/H7BS6ME3YZ27IMQDB2VWPI2FM7 \
  | 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: 3fc32f309bc675f432030eab67a34567d2dd22e67e20a977cf31969aa0b29573

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d034265dc890973b03ab987bae514ca69f8e3aa1f50265c37916f2a0e94cb82d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-05T20:33:18Z",
    "title_canon_sha256": "d4eebdc10870c7d8df5334dbaab7069759ad126256de3fbf84ba3b7bcf3a9d5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02760",
    "kind": "arxiv",
    "version": 2
  }
}