Pith Number

pith:BOLLANU2

pith:2019:BOLLANU2CTAFXQ77DJCSDSGAVA

not attested not anchored not stored refs pending

Invariant Transform Experience Replay: Data Augmentation for Deep Reinforcement Learning

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

arxiv:1909.10707 v6 · 2019-09-24 · cs.RO · 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{BOLLANU2CTAFXQ77DJCSDSGAVA}

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	2026-07-05T01:30:38.777444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b96b0369a14c05bc3ff1a4521c8c0a835754fd949ed441d73cefbe2dd02dac8

Aliases

arxiv: 1909.10707 · arxiv_version: 1909.10707v6 · doi: 10.48550/arxiv.1909.10707 · pith_short_12: BOLLANU2CTAF · pith_short_16: BOLLANU2CTAFXQ77 · pith_short_8: BOLLANU2

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/BOLLANU2CTAFXQ77DJCSDSGAVA \
  | 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: 0b96b0369a14c05bc3ff1a4521c8c0a835754fd949ed441d73cefbe2dd02dac8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "624fdc49725f46e87b763a91fa21b249f71992538de55feb551563e18481257c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2019-09-24T04:34:58Z",
    "title_canon_sha256": "efc1172ae115b703b42f2bcf8d3492e94bf5aaf25ae2753ff6a862fcbad70dc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.10707",
    "kind": "arxiv",
    "version": 6
  }
}