Pith Number

pith:LGTZJMBH

pith:2020:LGTZJMBHE6ZQVDBCBT7HNPFRII

not attested not anchored not stored refs pending

Deep Reinforcement Learning with Robust and Smooth Policy

Haoming Jiang, Qianli Shen, Tuo Zhao, Yan Li, Zhaoran Wang

arxiv:2003.09534 v4 · 2020-03-21 · 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{LGTZJMBHE6ZQVDBCBT7HNPFRII}

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	2026-07-05T01:27:22.022234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59a794b02727b30a8c220cfe76bcb14226a1df18b5e6bae5016cc2fcb07f42fe

Aliases

arxiv: 2003.09534 · arxiv_version: 2003.09534v4 · doi: 10.48550/arxiv.2003.09534 · pith_short_12: LGTZJMBHE6ZQ · pith_short_16: LGTZJMBHE6ZQVDBC · pith_short_8: LGTZJMBH

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/LGTZJMBHE6ZQVDBCBT7HNPFRII \
  | 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: 59a794b02727b30a8c220cfe76bcb14226a1df18b5e6bae5016cc2fcb07f42fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d06b6da6d881a666161be1acd4cf1c4934c8cef0c8bb333bd6a261c2867724ac",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-21T00:10:29Z",
    "title_canon_sha256": "537075ec88e8e206019edd8f80881483a7a87bda381de724edaff0d53b807ad1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.09534",
    "kind": "arxiv",
    "version": 4
  }
}