Pith Number

pith:A4O6ZUW7

pith:2022:A4O6ZUW7QFDI7D3AMQMWM3GAUT

not attested not anchored not stored refs pending

Reasoning about Counterfactuals to Improve Human Inverse Reinforcement Learning

Henny Admoni, Michael S. Lee, Reid Simmons

arxiv:2203.01855 v3 · 2022-03-03 · cs.RO · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A4O6ZUW7QFDI7D3AMQMWM3GAUT}

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	2026-07-05T04:45:58.168655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

071decd2df81468f8f606419666cc0a4c0989b50bd8dbd20a60ca50d5b098794

Aliases

arxiv: 2203.01855 · arxiv_version: 2203.01855v3 · doi: 10.48550/arxiv.2203.01855 · pith_short_12: A4O6ZUW7QFDI · pith_short_16: A4O6ZUW7QFDI7D3A · pith_short_8: A4O6ZUW7

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/A4O6ZUW7QFDI7D3AMQMWM3GAUT \
  | 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: 071decd2df81468f8f606419666cc0a4c0989b50bd8dbd20a60ca50d5b098794

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28b59eaf884dff3d8963ca201afbbefd6e48e61a856a9b9ab8885685f36b0225",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2022-03-03T17:06:37Z",
    "title_canon_sha256": "e36f5fe28554222da2bda89a7b07cd7b916b3aa395a6fb4131914d0fc36a54bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.01855",
    "kind": "arxiv",
    "version": 3
  }
}