Pith Number

pith:65IDSTI6

pith:2024:65IDSTI6QDOMTDV63EZADFL5I7

not attested not anchored not stored refs pending

Joint Combinatorial Node Selection and Resource Allocations in the Lightning Network using Attention-based Reinforcement Learning

Amirahmad Shafiee, Mahdi Salahshour, Mojtaba Tefagh

arxiv:2411.17353 v1 · 2024-11-26 · cs.LG · q-fin.CP

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\usepackage{pith}
\pithnumber{65IDSTI6QDOMTDV63EZADFL5I7}

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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

Predicting Channel Closures in the Lightning Network with Machine Learning

Receipt and verification

First computed	2026-07-05T09:40:46.129757Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f750394d1e80dcc98ebed93201957d47d3a2d33fc1025e689add44da4c7d760a

Aliases

arxiv: 2411.17353 · arxiv_version: 2411.17353v1 · doi: 10.48550/arxiv.2411.17353 · pith_short_12: 65IDSTI6QDOM · pith_short_16: 65IDSTI6QDOMTDV6 · pith_short_8: 65IDSTI6

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/65IDSTI6QDOMTDV63EZADFL5I7 \
  | 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: f750394d1e80dcc98ebed93201957d47d3a2d33fc1025e689add44da4c7d760a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88ab6cae0047d9ce9b650043d2b4554566fe6bfe7252c9ea392ec75051cddbd5",
    "cross_cats_sorted": [
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-26T11:56:19Z",
    "title_canon_sha256": "9b48f98a46c47e335b810bb423a9c64cf441ea7885b6830e8d8927d083c247aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17353",
    "kind": "arxiv",
    "version": 1
  }
}