Pith Number

pith:D7E74PGF

pith:2025:D7E74PGFIHXEUIOEALIU2V7DK4

not attested not anchored not stored refs pending

AirTrafficGen: Configurable Air Traffic Scenario Generation with Large Language Models

Ben Carvell, Dewi Sid William Gould, George De Ath, Nick Pepper

arxiv:2508.02269 v2 · 2025-08-04 · 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{D7E74PGFIHXEUIOEALIU2V7DK4}

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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

Fine-Tuning Large Language Models for Cooperative Tactical Deconfliction of Small Unmanned Aerial Systems

Receipt and verification

First computed	2026-07-05T11:54:31.706683Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fc9fe3cc541ee4a21c402d14d57e3573f70f487a0ebcef8b036a7649c172bc0

Aliases

arxiv: 2508.02269 · arxiv_version: 2508.02269v2 · doi: 10.48550/arxiv.2508.02269 · pith_short_12: D7E74PGFIHXE · pith_short_16: D7E74PGFIHXEUIOE · pith_short_8: D7E74PGF

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/D7E74PGFIHXEUIOEALIU2V7DK4 \
  | 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: 1fc9fe3cc541ee4a21c402d14d57e3573f70f487a0ebcef8b036a7649c172bc0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f67967c11d087cc6e611ae77d4a2a12b525111778315c548a936055bee561dc2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-04T10:21:47Z",
    "title_canon_sha256": "a377443f72b930b1f31247646627c6952d51adf6c2b8830475dce5da083841fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02269",
    "kind": "arxiv",
    "version": 2
  }
}