pith. sign in
Pith Number

pith:DOUV6PUV

pith:2026:DOUV6PUVHZFRSXDCNVUIFX53MI
not attested not anchored not stored refs pending

Human-like autonomy emerges from self-play and a pinch of human data

Daphne Cornelisse, Eugene Vinitsky, Jaime Fern\'andez Fisac, Julian Hunt, Kevin Joseph, Wa\"el Doulazmi, Zixu Zhang

arxiv:2606.19370 v1 · 2026-06-11 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DOUV6PUVHZFRSXDCNVUIFX53MI}

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 2026-06-19T16:12:23.376990Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1ba95f3e953e4b195c626d6882dfbb6232df4e0f83c323160140fb369faaa0a0

Aliases

arxiv: 2606.19370 · arxiv_version: 2606.19370v1 · doi: 10.48550/arxiv.2606.19370 · pith_short_12: DOUV6PUVHZFR · pith_short_16: DOUV6PUVHZFRSXDC · pith_short_8: DOUV6PUV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DOUV6PUVHZFRSXDCNVUIFX53MI \
  | 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: 1ba95f3e953e4b195c626d6882dfbb6232df4e0f83c323160140fb369faaa0a0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b5523b733e2b7bd5081e062f8ddc1eeb283aec1c13e6a484da16ed7a6fb6e0ce",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-11T19:16:53Z",
    "title_canon_sha256": "532c67a92c9f7d6a150515d0f3178bdf1f8ba432c176aac2ed48f9240005abd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19370",
    "kind": "arxiv",
    "version": 1
  }
}