Pith. sign in
Pith Number

pith:AAEYXUL2

pith:2021:AAEYXUL262XVZIZGXPOUN7KP3Q
not attested not anchored not stored refs pending

Delayed Rewards Calibration via Reward Empirical Sufficiency

Hu Wang, Liuyue Jiang, Minhui Xue, Xiaowei Wang, Xiaoyue Sun, Yixuan Liu

arxiv:2102.10527 v3 · 2021-02-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AAEYXUL262XVZIZGXPOUN7KP3Q}

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 2026-07-05T03:08:44.065615Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

00098bd17af6af5ca326bbdd46fd4fdc168f42b3ecc81db4d13701d3cb89f2d7

Aliases

arxiv: 2102.10527 · arxiv_version: 2102.10527v3 · doi: 10.48550/arxiv.2102.10527 · pith_short_12: AAEYXUL262XV · pith_short_16: AAEYXUL262XVZIZG · pith_short_8: AAEYXUL2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AAEYXUL262XVZIZGXPOUN7KP3Q \
  | 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: 00098bd17af6af5ca326bbdd46fd4fdc168f42b3ecc81db4d13701d3cb89f2d7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c25fe457f0d6084629cfad9c4892999f13d55e4b2d5e141f0db8600fc9f5580f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-21T06:42:31Z",
    "title_canon_sha256": "b66309e121fc627064fec13814c068a33599e33760fdf5b288aa4e6b4714bc0e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.10527",
    "kind": "arxiv",
    "version": 3
  }
}