Pith Number

pith:VSBGGNHU

pith:2018:VSBGGNHUMVXEFFNH7T4Z7ZDXYI

not attested not anchored not stored refs pending

On Improving Deep Reinforcement Learning for POMDPs

Guanghui Miao, Pascal Poupart, Pengfei Zhu, Xin Li

arxiv:1804.06309 v2 · 2018-04-17 · 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{VSBGGNHUMVXEFFNH7T4Z7ZDXYI}

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	2026-05-18T00:16:36.230689Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac826334f4656e4295a7fcf99fe477c2075805eaab6f467f7f045f1a9e6ae10f

Aliases

arxiv: 1804.06309 · arxiv_version: 1804.06309v2 · doi: 10.48550/arxiv.1804.06309 · pith_short_12: VSBGGNHUMVXE · pith_short_16: VSBGGNHUMVXEFFNH · pith_short_8: VSBGGNHU

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/VSBGGNHUMVXEFFNH7T4Z7ZDXYI \
  | 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: ac826334f4656e4295a7fcf99fe477c2075805eaab6f467f7f045f1a9e6ae10f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a170b8079b51b71acdc895e2431fa849d974836dd36a5dba2fe81f91c881a54",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-04-17T15:08:36Z",
    "title_canon_sha256": "e1dae5b0deda47b3a2c4304f4b60843c73fbe7cbc4629b51f0941518316b931c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.06309",
    "kind": "arxiv",
    "version": 2
  }
}