Pith Number

pith:LLKGCTLH

pith:2020:LLKGCTLHWHLS22L4KV4IEDN3SH

not attested not anchored not stored refs pending

Implicit Distributional Reinforcement Learning

Mingyuan Zhou, Yuguang Yue, Zhendong Wang

arxiv:2007.06159 v2 · 2020-07-13 · cs.LG · 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{LLKGCTLHWHLS22L4KV4IEDN3SH}

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	2026-07-05T01:44:15.077359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ad4614d67b1d72d697c5578820dbb91ffd0332c529c019b4bf5b2dad17d2f0b

Aliases

arxiv: 2007.06159 · arxiv_version: 2007.06159v2 · doi: 10.48550/arxiv.2007.06159 · pith_short_12: LLKGCTLHWHLS · pith_short_16: LLKGCTLHWHLS22L4 · pith_short_8: LLKGCTLH

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/LLKGCTLHWHLS22L4KV4IEDN3SH \
  | 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: 5ad4614d67b1d72d697c5578820dbb91ffd0332c529c019b4bf5b2dad17d2f0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "886c4578ca5837efdc4a9cf723b479638222e85a9a8d25e78ccf9f6e7b292e84",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-13T02:52:18Z",
    "title_canon_sha256": "0a519743fc18788887d73cdd5d695fc3ae6dbe8b1abc91ccfaaca2474434503a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.06159",
    "kind": "arxiv",
    "version": 2
  }
}