Pith Number

pith:QRKJ2GFF

pith:2024:QRKJ2GFFBAAFZSDUMFAAY2JN2C

not attested not anchored not stored refs pending

Beyond Recommendations: From Backward to Forward AI Support of Pilots' Decision-Making Process

Andreas Butz, Lucas Dullenkopf, Lukas S\"usslin, Rulu Liao, Sebastian S. Feger, Yuanting Liu, Zelun Tony Zhang

arxiv:2406.08959 v3 · 2024-06-13 · cs.HC · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRKJ2GFFBAAFZSDUMFAAY2JN2C}

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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

Approximate Message Passing for Bayesian Neural Networks

Receipt and verification

First computed	2026-07-05T09:09:23.311278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84549d18a508005cc87461400c692dd0a0d177ff7c0cdbf6ad07270a9d7799c5

Aliases

arxiv: 2406.08959 · arxiv_version: 2406.08959v3 · doi: 10.48550/arxiv.2406.08959 · pith_short_12: QRKJ2GFFBAAF · pith_short_16: QRKJ2GFFBAAFZSDU · pith_short_8: QRKJ2GFF

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/QRKJ2GFFBAAFZSDUMFAAY2JN2C \
  | 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: 84549d18a508005cc87461400c692dd0a0d177ff7c0cdbf6ad07270a9d7799c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "89429adaa8a5788f3ed768050518e4772e18c2062ad8b50e9cdd7957012b66da",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-06-13T09:44:04Z",
    "title_canon_sha256": "33eaef20e54f49437f0d854fb7c751bc52c47e0071b179b35922e857f804ddae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08959",
    "kind": "arxiv",
    "version": 3
  }
}