Pith Number

pith:2CVWDJBD

pith:2026:2CVWDJBDPH2MUONX4TUHY5AOKK

not attested not anchored not stored refs pending

Planning as Emergent Behavior in Reinforcement Learning with Relational Hidden States

Armin Sommer

arxiv:2607.18589 v1 · 2026-07-20 · cs.LG · 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{2CVWDJBDPH2MUONX4TUHY5AOKK}

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	2026-07-22T00:22:55.598491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0ab61a42379f4ca39b7e4e87c740e52970637ee893d6a2eb46d91a087ec3408

Aliases

arxiv: 2607.18589 · arxiv_version: 2607.18589v1 · doi: 10.48550/arxiv.2607.18589 · pith_short_12: 2CVWDJBDPH2M · pith_short_16: 2CVWDJBDPH2MUONX · pith_short_8: 2CVWDJBD

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/2CVWDJBDPH2MUONX4TUHY5AOKK \
  | 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: d0ab61a42379f4ca39b7e4e87c740e52970637ee893d6a2eb46d91a087ec3408

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7338d26052336917d3d9b94fbde618ea4b8648a3ae3f0ecdd2ba43ff14380d9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T23:49:42Z",
    "title_canon_sha256": "72a68ca5a5900d8dbd9380ee90570c7bc9ed939e07a21de277bbe13833280025"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18589",
    "kind": "arxiv",
    "version": 1
  }
}