Pith Number

pith:R3AFY53K

pith:2024:R3AFY53KJGZH7WTRXPAEEIVAAT

not attested not anchored not stored refs pending

Tradeoffs When Considering Deep Reinforcement Learning for Contingency Management in Advanced Air Mobility

Luis E. Alvarez, Marc W. Brittain, Steven D. Young

arxiv:2407.00197 v1 · 2024-06-28 · 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{R3AFY53KJGZH7WTRXPAEEIVAAT}

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	2026-07-05T08:38:40.096655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ec05c776a49b27fda71bbc04222a004d3afe1f6a500f75431c423b42c38deb7

Aliases

arxiv: 2407.00197 · arxiv_version: 2407.00197v1 · doi: 10.48550/arxiv.2407.00197 · pith_short_12: R3AFY53KJGZH · pith_short_16: R3AFY53KJGZH7WTR · pith_short_8: R3AFY53K

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/R3AFY53KJGZH7WTRXPAEEIVAAT \
  | 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: 8ec05c776a49b27fda71bbc04222a004d3afe1f6a500f75431c423b42c38deb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad43f4dc1e89df3c589b8dff4969d49fd9dcb735fc23b2af451602b38517ec50",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-28T19:09:55Z",
    "title_canon_sha256": "69665573223bffd3d29736505ff6e264f23e9328b0d11899c6f5415e5f9f35c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00197",
    "kind": "arxiv",
    "version": 1
  }
}