Pith Number

pith:MIGF52RC

pith:2022:MIGF52RCYEDZS5DBPCVIGTYAAJ

not attested not anchored not stored refs pending

Humans are not Boltzmann Distributions: Challenges and Opportunities for Modelling Human Feedback and Interaction in Reinforcement Learning

David Lindner, Mennatallah El-Assady

arxiv:2206.13316 v1 · 2022-06-27 · cs.LG · cs.HC · 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{MIGF52RCYEDZS5DBPCVIGTYAAJ}

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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

Probabilistic Artificial Intelligence

Receipt and verification

First computed	2026-07-05T04:35:05.408012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

620c5eea22c10799746178aa834f00026097d42cf4f1efeac69c4a3045e95cd8

Aliases

arxiv: 2206.13316 · arxiv_version: 2206.13316v1 · doi: 10.48550/arxiv.2206.13316 · pith_short_12: MIGF52RCYEDZ · pith_short_16: MIGF52RCYEDZS5DB · pith_short_8: MIGF52RC

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/MIGF52RCYEDZS5DBPCVIGTYAAJ \
  | 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: 620c5eea22c10799746178aa834f00026097d42cf4f1efeac69c4a3045e95cd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "354c9d4ba5dcd0e64c1a672c260c602097259760bd95369ceb363d425cea4127",
    "cross_cats_sorted": [
      "cs.HC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-27T13:58:51Z",
    "title_canon_sha256": "ae14490b591448bd082d1f14e6c786fe93a76a212bc559466035c83d4f22e0e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.13316",
    "kind": "arxiv",
    "version": 1
  }
}