Pith Number

pith:KQ5MJM46

pith:2025:KQ5MJM46GKY3I36PY7VH5XB3JG

not attested not anchored not stored refs pending

Reinforcement Learning with Action-Triggered Observations

Alexander Ryabchenko, Wenlong Mou

arxiv:2510.02149 v2 · 2025-10-02 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KQ5MJM46GKY3I36PY7VH5XB3JG}

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	2026-06-11T01:09:18.349840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

543ac4b39e32b1b46fcfc7ea7edc3b49a3308c38c5271009e6ea0754f3d48d62

Aliases

arxiv: 2510.02149 · arxiv_version: 2510.02149v2 · doi: 10.48550/arxiv.2510.02149 · pith_short_12: KQ5MJM46GKY3 · pith_short_16: KQ5MJM46GKY3I36P · pith_short_8: KQ5MJM46

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/KQ5MJM46GKY3I36PY7VH5XB3JG \
  | 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: 543ac4b39e32b1b46fcfc7ea7edc3b49a3308c38c5271009e6ea0754f3d48d62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e77772099e10cc2a50e7af5808b01e4985cbe47cac8dc094b3ef45c310159fc3",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-02T16:00:50Z",
    "title_canon_sha256": "1bd5611897d57ed158d3ab36b34162cadf3006caff5d75ce6e8275bd8ac08d6e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.02149",
    "kind": "arxiv",
    "version": 2
  }
}