Pith. sign in
Pith Number

pith:QDMF3YAS

pith:2019:QDMF3YAS5HIGCFV3I26O4Y37AS
not attested not anchored not stored refs pending

Dealing with uncertainty in agent-based models for short-term predictions

Alison Heppenstall, Le-Minh Kieu, Nicolas Malleson

arxiv:1908.08288 v1 · 2019-08-22 · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QDMF3YAS5HIGCFV3I26O4Y37AS}

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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.
Receipt and verification
First computed 2026-07-05T00:50:36.084039Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

80d85de012e9d06116bb46bcee637f0492517ebd2174263a716b2c5e32ea2e58

Aliases

arxiv: 1908.08288 · arxiv_version: 1908.08288v1 · doi: 10.48550/arxiv.1908.08288 · pith_short_12: QDMF3YAS5HIG · pith_short_16: QDMF3YAS5HIGCFV3 · pith_short_8: QDMF3YAS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QDMF3YAS5HIGCFV3I26O4Y37AS \
  | 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: 80d85de012e9d06116bb46bcee637f0492517ebd2174263a716b2c5e32ea2e58
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a2869f6eee0dbf17b7922e29956ae02b1167adcfa42100f5cc090286e062db2c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2019-08-22T10:03:15Z",
    "title_canon_sha256": "75c931cc0cacddb1b55757ac4877d4c25457bacdc67a52de38d0048951db6107"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.08288",
    "kind": "arxiv",
    "version": 1
  }
}