Pith Number

pith:SLCQWKUB

pith:2025:SLCQWKUBFTHJ6TVB3RTNVL7VKK

not attested not anchored not stored refs pending

Interpreting Emergent Planning in Model-Free Reinforcement Learning

Adri\`a Garriga-Alonso, David Krueger, Stephen Chung, Thomas Bush, Usman Anwar

arxiv:2504.01871 v1 · 2025-04-02 · 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{SLCQWKUBFTHJ6TVB3RTNVL7VKK}

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	2026-07-05T10:43:31.032298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

92c50b2a812cce9f4ea1dc66daaff5528d3919d58c725cb5487d0b2a7b025a9c

Aliases

arxiv: 2504.01871 · arxiv_version: 2504.01871v1 · doi: 10.48550/arxiv.2504.01871 · pith_short_12: SLCQWKUBFTHJ · pith_short_16: SLCQWKUBFTHJ6TVB · pith_short_8: SLCQWKUB

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/SLCQWKUBFTHJ6TVB3RTNVL7VKK \
  | 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: 92c50b2a812cce9f4ea1dc66daaff5528d3919d58c725cb5487d0b2a7b025a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67fe64535e79cc4555adb34b1e2c481ea9220454cc247a90a7c9f43595506bf4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-02T16:24:23Z",
    "title_canon_sha256": "8a15a86e59a16fc906c1dbe55bcd0dc2557574516d7033720b3e89b2282b3423"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01871",
    "kind": "arxiv",
    "version": 1
  }
}