Pith Number

pith:DPWN3X2W

pith:2024:DPWN3X2WM3IJGRTVE7N2TEEQWU

not attested not anchored not stored refs pending

Asynchronous Training of Mixed-Role Human Actors in a Partially-Observable Environment

Curran Schiefelbein, Jackson Steilberg, Kimberlee Chestnut Chang, Mabel D. Ramirez, Matthew Gombolay, Melissa Scheldrup, Reed Jensen, Rob Seater, Rohan Paleja, Sam L. Polk

arxiv:2412.17954 v1 · 2024-12-23 · cs.HC · cs.MA · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DPWN3X2WM3IJGRTVE7N2TEEQWU}

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	2026-07-05T09:53:48.635049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1becdddf5666d093467527dba99090b531a3e43664944e99731d01784258480a

Aliases

arxiv: 2412.17954 · arxiv_version: 2412.17954v1 · doi: 10.48550/arxiv.2412.17954 · pith_short_12: DPWN3X2WM3IJ · pith_short_16: DPWN3X2WM3IJGRTV · pith_short_8: DPWN3X2W

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/DPWN3X2WM3IJGRTVE7N2TEEQWU \
  | 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: 1becdddf5666d093467527dba99090b531a3e43664944e99731d01784258480a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8eb06ee3f51748da28ea714f1eae16faa786a464cee5c326f00d88e837746313",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-12-23T20:09:55Z",
    "title_canon_sha256": "547d05a8c2b35e9abac5b254bcabc6b61c510bf378d3a63d6f304b861a482274"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17954",
    "kind": "arxiv",
    "version": 1
  }
}