Pith Number

pith:LEJGMRBU

pith:2025:LEJGMRBU2BZKX5CQUKV37HWRDP

not attested not anchored not stored refs pending

Active Inference through Incentive Design in Markov Decision Processes

Ahmed H. Hemida, Charles A. Kamhoua, Chongyang Shi, Jie Fu, Shuo Han, Xinyi Wei

arxiv:2502.07065 v1 · 2025-02-10 · eess.SY · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEJGMRBU2BZKX5CQUKV37HWRDP}

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	2026-07-05T10:12:31.901658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5912664434d072abf450a2abbf9ed11bc9ceb99d04d9520490c05681f4d6f3d2

Aliases

arxiv: 2502.07065 · arxiv_version: 2502.07065v1 · doi: 10.48550/arxiv.2502.07065 · pith_short_12: LEJGMRBU2BZK · pith_short_16: LEJGMRBU2BZKX5CQ · pith_short_8: LEJGMRBU

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/LEJGMRBU2BZKX5CQUKV37HWRDP \
  | 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: 5912664434d072abf450a2abbf9ed11bc9ceb99d04d9520490c05681f4d6f3d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d6e727aa26a38ef45a85e4c7b0f83e84a198f1d974644ae9141e6f0a623307e",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-02-10T21:57:43Z",
    "title_canon_sha256": "42937a223f171d321012a22df2a49568d5f30b53c94c01c92d7940f5d14343b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07065",
    "kind": "arxiv",
    "version": 1
  }
}