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Pith Number

pith:5YKOPRXC

pith:2023:5YKOPRXCE5EOUK2PTN77L46HFJ
not attested not anchored not stored refs pending

Epidemic Modeling with Generative Agents

Aritra Majumdar, Navid Ghaffarzadegan, Niyousha HosseiniChimeh, Ross Williams

arxiv:2307.04986 v1 · 2023-07-11 · cs.AI · cs.MA · econ.GN · nlin.AO · physics.soc-ph · q-fin.EC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{5YKOPRXCE5EOUK2PTN77L46HFJ}

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.

Cited by

15 papers in Pith

LLM-powered reasoning in agent-based modeling
Toward Temporal Realism in City-Scale Crisis Response Simulation using LLM Agents
An Infectious Disease Spread Simulation Based on Large Language Model Decision Making
EpiEvolve: Self-Evolving Agents for Streaming Pandemic Forecasting under Regime Shifts
The Epi-LLM Framework: probing LLM behavioral priors through epidemiological agent-based models
Receipt and verification
First computed 2026-07-05T06:29:24.442283Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ee14e7c6e22748ea2b4f9b7ff5f3c72a4c514d3a67410de4ebb6b505479530eb

Aliases

arxiv: 2307.04986 · arxiv_version: 2307.04986v1 · doi: 10.48550/arxiv.2307.04986 · pith_short_12: 5YKOPRXCE5EO · pith_short_16: 5YKOPRXCE5EOUK2P · pith_short_8: 5YKOPRXC
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/5YKOPRXCE5EOUK2PTN77L46HFJ \
  | 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: ee14e7c6e22748ea2b4f9b7ff5f3c72a4c514d3a67410de4ebb6b505479530eb
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "057865a16df84add396904255223d75054ca5670feaf18222b8b1374c0c0c10f",
    "cross_cats_sorted": [
      "cs.MA",
      "econ.GN",
      "nlin.AO",
      "physics.soc-ph",
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-11T02:52:32Z",
    "title_canon_sha256": "e26c09bddc423685a24bd4fa08ef4ffc1526a6309148f15283627e3875c956e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.04986",
    "kind": "arxiv",
    "version": 1
  }
}