Pith Number

pith:MFDVZJGQ

pith:2021:MFDVZJGQQV56D75BRLMLJA3CAP

not attested not anchored not stored refs pending

Stochastic Intervention for Causal Inference via Reinforcement Learning

Guandong Xu, Qian Li, Tri Dung Duong

arxiv:2105.13514 v1 · 2021-05-28 · 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{MFDVZJGQQV56D75BRLMLJA3CAP}

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	2026-07-05T02:44:08.653580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61475ca4d0857be1ffa18ad8b4836203d1331bfa1c2c8099cb63143254df086d

Aliases

arxiv: 2105.13514 · arxiv_version: 2105.13514v1 · doi: 10.48550/arxiv.2105.13514 · pith_short_12: MFDVZJGQQV56 · pith_short_16: MFDVZJGQQV56D75B · pith_short_8: MFDVZJGQ

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/MFDVZJGQQV56D75BRLMLJA3CAP \
  | 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: 61475ca4d0857be1ffa18ad8b4836203d1331bfa1c2c8099cb63143254df086d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d442aec6061b3ceeaafa7d0cbac9ae0dbcc8024831f939af08d2cff685718d83",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-05-28T00:11:22Z",
    "title_canon_sha256": "4ccc588ddbbabd5ba34bdc72c1e7990ae12acf939edab40630131c043894ab08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.13514",
    "kind": "arxiv",
    "version": 1
  }
}