Pith Number

pith:SLZYKEXF

pith:2019:SLZYKEXFCSPECCYF3LFCJSSOQO

not attested not anchored not stored refs pending

Reinforcement Learning in Non-Stationary Environments

Prabuchandran K. J, Shalabh Bhatnagar, Sindhu Padakandla

arxiv:1905.03970 v4 · 2019-05-10 · cs.LG · cs.AI · 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{SLZYKEXFCSPECCYF3LFCJSSOQO}

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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

Market Making Strategies with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T01:08:09.522285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92f38512e5149e410b05daca24ca4e83bf94f6a6e067c5b3f61f46c8ea1b64d9

Aliases

arxiv: 1905.03970 · arxiv_version: 1905.03970v4 · doi: 10.48550/arxiv.1905.03970 · pith_short_12: SLZYKEXFCSPE · pith_short_16: SLZYKEXFCSPECCYF · pith_short_8: SLZYKEXF

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/SLZYKEXFCSPECCYF3LFCJSSOQO \
  | 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: 92f38512e5149e410b05daca24ca4e83bf94f6a6e067c5b3f61f46c8ea1b64d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0fe3bdabd3b3fbc1ee25af15f35d7fedc68265db7f0f6d7cd1924158566bf36",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-10T07:05:27Z",
    "title_canon_sha256": "416c37cb5ce16a1cc3db4a4f088ef169ec14d001e376b64f03d795d32f23c936"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.03970",
    "kind": "arxiv",
    "version": 4
  }
}