Pith Number

pith:I3JZMNSZ

pith:2022:I3JZMNSZ2DTIJHWRKK4NKTCHU2

not attested not anchored not stored refs pending

Design of experiments for the calibration of history-dependent models via deep reinforcement learning and an enhanced Kalman filter

Nathaniel A. Trask, Nhon N. Phan, Nikolaos N. Vlassis, Reese E. Jones, Ruben Villarreal, Sharlotte L.B. Kramer, Tommie A. Catanach, WaiChing Sun

arxiv:2209.13126 v1 · 2022-09-27 · 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{I3JZMNSZ2DTIJHWRKK4NKTCHU2}

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	2026-07-05T05:01:06.704594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46d3963659d0e6849ed152b8d54c47a69fec09ec433ea850e50154b60a9c12cd

Aliases

arxiv: 2209.13126 · arxiv_version: 2209.13126v1 · doi: 10.48550/arxiv.2209.13126 · pith_short_12: I3JZMNSZ2DTI · pith_short_16: I3JZMNSZ2DTIJHWR · pith_short_8: I3JZMNSZ

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/I3JZMNSZ2DTIJHWRKK4NKTCHU2 \
  | 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: 46d3963659d0e6849ed152b8d54c47a69fec09ec433ea850e50154b60a9c12cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a06e17eabf506371b42b5dd02599aca2004e2d847402a8c25364e3094ce8be88",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-27T02:56:08Z",
    "title_canon_sha256": "fe6c78f3b63119d8664fa2030ae9465c2b5f6e7437384bada368947617c6d0cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13126",
    "kind": "arxiv",
    "version": 1
  }
}