Pith Number

pith:CU6HF6FP

pith:2025:CU6HF6FPI6KQGMNU7KTDLR6CNB

not attested not anchored not stored refs pending

Reward Engineering for Spatial Epidemic Simulations: A Reinforcement Learning Platform for Individual Behavioral Learning

Daniel Coombs, Radman Rakhshandehroo

arxiv:2511.18000 v2 · 2025-11-22 · cs.LG · cs.AI · q-bio.PE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CU6HF6FPI6KQGMNU7KTDLR6CNB}

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.

Receipt and verification

First computed	2026-05-25T02:01:10.019855Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

153c72f8af47950331b4faa635c7c2685de4f6c9ba79915be118aa3cdc46bafb

Aliases

arxiv: 2511.18000 · arxiv_version: 2511.18000v2 · doi: 10.48550/arxiv.2511.18000 · pith_short_12: CU6HF6FPI6KQ · pith_short_16: CU6HF6FPI6KQGMNU · pith_short_8: CU6HF6FP

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/CU6HF6FPI6KQGMNU7KTDLR6CNB \
  | 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: 153c72f8af47950331b4faa635c7c2685de4f6c9ba79915be118aa3cdc46bafb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48a2ec879922806e92bdc003c58d168e4500aed48acbae1c396f55ad249599de",
    "cross_cats_sorted": [
      "cs.AI",
      "q-bio.PE"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-22T10:02:37Z",
    "title_canon_sha256": "5afa7c23c00408af17f04f100039e8140971b0d6b0bbe6d1e7047846f0b6b94c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.18000",
    "kind": "arxiv",
    "version": 2
  }
}