Pith Number

pith:D2BXIYQY

pith:2017:D2BXIYQYHO2URYMS6AUAXFFI67

not attested not anchored not stored refs pending

Symmetry Learning for Function Approximation in Reinforcement Learning

Anuj Mahajan, Theja Tulabandhula

arxiv:1706.02999 v1 · 2017-06-09 · stat.ML · 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{D2BXIYQYHO2URYMS6AUAXFFI67}

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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

Deep deterministic policy gradient with symmetric data augmentation for lateral attitude tracking control of a fixed-wing aircraft

Receipt and verification

First computed	2026-05-18T00:42:40.307978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e837462183bb548e192f0280b94a8f7ec54f3208847319cd67c8ff4c30fc07f

Aliases

arxiv: 1706.02999 · arxiv_version: 1706.02999v1 · doi: 10.48550/arxiv.1706.02999 · pith_short_12: D2BXIYQYHO2U · pith_short_16: D2BXIYQYHO2URYMS · pith_short_8: D2BXIYQY

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/D2BXIYQYHO2URYMS6AUAXFFI67 \
  | 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: 1e837462183bb548e192f0280b94a8f7ec54f3208847319cd67c8ff4c30fc07f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f981ab461a6a6263760f347388ebb6d393f57e3b33336c0d18c1cbc5806f8555",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-09T15:30:32Z",
    "title_canon_sha256": "4dae8e32170df1b8d288d8f8eb30beb8277d908f87f6df666faf6f4040aebe6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.02999",
    "kind": "arxiv",
    "version": 1
  }
}