Pith Number

pith:THD2AV7E

pith:2021:THD2AV7E5YLUZKMHCOUMRA2ZEX

not attested not anchored not stored refs pending

GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning

Changnan Xiao, Jiajun Fan, Yue Huang

arxiv:2106.06232 v6 · 2021-06-11 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{THD2AV7E5YLUZKMHCOUMRA2ZEX}

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	2026-07-05T03:46:58.870154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99c7a057e4ee174ca98713a8c8835925eb42e384aef578d232844c1125edef4f

Aliases

arxiv: 2106.06232 · arxiv_version: 2106.06232v6 · doi: 10.48550/arxiv.2106.06232 · pith_short_12: THD2AV7E5YLU · pith_short_16: THD2AV7E5YLUZKMH · pith_short_8: THD2AV7E

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/THD2AV7E5YLUZKMHCOUMRA2ZEX \
  | 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: 99c7a057e4ee174ca98713a8c8835925eb42e384aef578d232844c1125edef4f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dab149480ab2ed1e94cba465a64fd16913c389414c2cb3144c5b0d2b1cf4f863",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-11T08:31:12Z",
    "title_canon_sha256": "030c8be1382c1a6da4fa97008c08eb47efbf69ad0ccf4f08d7db4efb6c912270"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06232",
    "kind": "arxiv",
    "version": 6
  }
}