Pith Number

pith:IWPBDFQ2

pith:2018:IWPBDFQ2VNMAFUWBJCIMLCSKST

not attested not anchored not stored refs pending

Depth and nonlinearity induce implicit exploration for RL

Justas Dauparas, Katja Hofmann, Ryota Tomioka

arxiv:1805.11711 v1 · 2018-05-29 · cs.LG · cs.AI · 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{IWPBDFQ2VNMAFUWBJCIMLCSKST}

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	2026-05-18T00:14:36.836345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

459e11961aab5802d2c14890c58a4a94f7d6f4015b67fcfded8a7664145fe7d7

Aliases

arxiv: 1805.11711 · arxiv_version: 1805.11711v1 · doi: 10.48550/arxiv.1805.11711 · pith_short_12: IWPBDFQ2VNMA · pith_short_16: IWPBDFQ2VNMAFUWB · pith_short_8: IWPBDFQ2

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/IWPBDFQ2VNMAFUWBJCIMLCSKST \
  | 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: 459e11961aab5802d2c14890c58a4a94f7d6f4015b67fcfded8a7664145fe7d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c84a592b2af3f4d90662d2a6a95ef99cb669119c22873f5caac5fdaf06788df",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-29T21:21:18Z",
    "title_canon_sha256": "d5643ac8edb19b1b0783beb38c9a8c218b4d24bbeab7e9d3153f6048ece0bfd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.11711",
    "kind": "arxiv",
    "version": 1
  }
}