Pith Number

pith:4S5CSC3E

pith:2019:4S5CSC3E5JNA7BMP6KJMFOFFWK

not attested not anchored not stored refs pending

Towards More Sample Efficiency in Reinforcement Learning with Data Augmentation

Jiancong Huang, Juan Rojas, Matthieu Zimmer, Paul Weng, Yijiong Lin

arxiv:1910.09959 v3 · 2019-10-19 · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4S5CSC3E5JNA7BMP6KJMFOFFWK}

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	2026-07-05T00:19:21.803958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4ba290b64ea5a0f858ff292c2b8a5b2a58043118d7e9e5a0a9ba9127fc21fe4

Aliases

arxiv: 1910.09959 · arxiv_version: 1910.09959v3 · doi: 10.48550/arxiv.1910.09959 · pith_short_12: 4S5CSC3E5JNA · pith_short_16: 4S5CSC3E5JNA7BMP · pith_short_8: 4S5CSC3E

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/4S5CSC3E5JNA7BMP6KJMFOFFWK \
  | 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: e4ba290b64ea5a0f858ff292c2b8a5b2a58043118d7e9e5a0a9ba9127fc21fe4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b076d660b5dc25faa463bba3e49dd3721abf3b4d288285d081a68e77b5c3558",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-10-19T03:37:05Z",
    "title_canon_sha256": "1c8bc693b596058b60020544a8b628a1390766c1ef2a8a841f1693e4b693ee68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.09959",
    "kind": "arxiv",
    "version": 3
  }
}