Pith Number

pith:5FAOIUAI

pith:2017:5FAOIUAIGFRPI3NPIMTQFZUP7F

not attested not anchored not stored refs pending

On Improving Deep Reinforcement Learning for POMDPs

Guanghui Miao, Pascal Poupart, Pengfei Zhu, Xin Li

arxiv:1704.07978 v6 · 2017-04-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5FAOIUAIGFRPI3NPIMTQFZUP7F}

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.

Cited by

1 paper in Pith

Investigating Action Encodings in Recurrent Neural Networks in Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:15:05.584296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e940e450083162f46daf432702e68ff97936a6ae1476f218d055e07335fcebc9

Aliases

arxiv: 1704.07978 · arxiv_version: 1704.07978v6 · doi: 10.48550/arxiv.1704.07978 · pith_short_12: 5FAOIUAIGFRP · pith_short_16: 5FAOIUAIGFRPI3NP · pith_short_8: 5FAOIUAI

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/5FAOIUAIGFRPI3NPIMTQFZUP7F \
  | 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: e940e450083162f46daf432702e68ff97936a6ae1476f218d055e07335fcebc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a170b8079b51b71acdc895e2431fa849d974836dd36a5dba2fe81f91c881a54",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-04-26T05:55:07Z",
    "title_canon_sha256": "e1dae5b0deda47b3a2c4304f4b60843c73fbe7cbc4629b51f0941518316b931c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.07978",
    "kind": "arxiv",
    "version": 6
  }
}