Pith Number

pith:QIXROM3I

pith:2018:QIXROM3I52NQRXEJZKCE2KPHOI

not attested not anchored not stored refs pending

Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control

Amir-massoud Farahmand, Daniel Nikovski, Martha White, Piyush Grover, Saleh Nabi, Yangchen Pan

arxiv:1806.06931 v1 · 2018-06-13 · 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{QIXROM3I52NQRXEJZKCE2KPHOI}

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	2026-05-18T00:12:58.030813Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

822f173368ee9b08dc89ca844d29e7723a89e7c1f64e5206bcb0bff506315ad0

Aliases

arxiv: 1806.06931 · arxiv_version: 1806.06931v1 · doi: 10.48550/arxiv.1806.06931 · pith_short_12: QIXROM3I52NQ · pith_short_16: QIXROM3I52NQRXEJ · pith_short_8: QIXROM3I

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/QIXROM3I52NQRXEJZKCE2KPHOI \
  | 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: 822f173368ee9b08dc89ca844d29e7723a89e7c1f64e5206bcb0bff506315ad0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d2893ce92bd3bd983dd2fe39e03f3cdf6ab71418d9844f9bbc12cf7583621be",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-13T03:47:12Z",
    "title_canon_sha256": "d7b2ca1f602d53b5369e82efb44706c981ac31b3a339e83307fbf34899d55a05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.06931",
    "kind": "arxiv",
    "version": 1
  }
}