Pith Number

pith:TZLVYBSY

pith:2019:TZLVYBSYR4EEM5CIH6CEN2CEXQ

not attested not anchored not stored refs pending

Macro Action Reinforcement Learning with Sequence Disentanglement using Variational Autoencoder

Heecheol Kim, Hiroshi Yamakawa, Kosuke Miyoshi, Masanori Yamada

arxiv:1903.09366 v2 · 2019-03-22 · cs.LG · cs.AI · cs.RO · stat.AP · 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{TZLVYBSYR4EEM5CIH6CEN2CEXQ}

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	2026-05-17T23:44:21.418452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e575c06588f084674483f8446e844bc00c23eb2f0dbd5f57fd75e21970f0c8b

Aliases

arxiv: 1903.09366 · arxiv_version: 1903.09366v2 · doi: 10.48550/arxiv.1903.09366 · pith_short_12: TZLVYBSYR4EE · pith_short_16: TZLVYBSYR4EEM5CI · pith_short_8: TZLVYBSY

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/TZLVYBSYR4EEM5CIH6CEN2CEXQ \
  | 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: 9e575c06588f084674483f8446e844bc00c23eb2f0dbd5f57fd75e21970f0c8b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "901076f7ef9569cb9acf2994b54d2d494940530c233a6c717fb35537dd0067bc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-22T05:54:27Z",
    "title_canon_sha256": "a50a392564bf40f34fcd0df29a758dedf86b45b419b1c9412c9bb2ba999dbdd2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.09366",
    "kind": "arxiv",
    "version": 2
  }
}