Pith Number

pith:ISE3X7VD

pith:2015:ISE3X7VDZQTAUBHOHP4BFIJ2EY

not attested not anchored not stored refs pending

An Empirical Comparison of Neural Architectures for Reinforcement Learning in Partially Observable Environments

Denis Steckelmacher, Peter Vrancx

arxiv:1512.05509 v1 · 2015-12-17 · cs.NE · cs.AI · 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{ISE3X7VDZQTAUBHOHP4BFIJ2EY}

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	2026-05-18T01:24:09.909186Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4489bbfea3cc260a04ee3bf812a13a263673a4f818edf66cdffa5eb6fe77705c

Aliases

arxiv: 1512.05509 · arxiv_version: 1512.05509v1 · doi: 10.48550/arxiv.1512.05509 · pith_short_12: ISE3X7VDZQTA · pith_short_16: ISE3X7VDZQTAUBHO · pith_short_8: ISE3X7VD

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/ISE3X7VDZQTAUBHOHP4BFIJ2EY \
  | 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: 4489bbfea3cc260a04ee3bf812a13a263673a4f818edf66cdffa5eb6fe77705c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2fd4e2e926756ca0848006070481d149ba99a6386ff771da192804e205fe7d7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2015-12-17T09:45:51Z",
    "title_canon_sha256": "551fe871ab665cb25f4cebf713392b9d747f409ee9dd70de604a1a5c45b0c29b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.05509",
    "kind": "arxiv",
    "version": 1
  }
}