Pith Number

pith:VRPAT3OX

pith:2023:VRPAT3OXV3VYSB5X4L5UUTD7WI

not attested not anchored not stored refs pending

Towards model-free RL algorithms that scale well with unstructured data

Joseph Modayil, Zaheer Abbas

arxiv:2311.02215 v1 · 2023-11-03 · 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{VRPAT3OXV3VYSB5X4L5UUTD7WI}

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.

Cited by

1 paper in Pith

An Analysis of Action-Value Temporal-Difference Methods That Learn State Values

Receipt and verification

First computed	2026-07-05T07:09:07.594041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac5e09edd7aeeb8907b7e2fb4a4c7fb22c60b9327547d182f419c578d1254ae8

Aliases

arxiv: 2311.02215 · arxiv_version: 2311.02215v1 · doi: 10.48550/arxiv.2311.02215 · pith_short_12: VRPAT3OXV3VY · pith_short_16: VRPAT3OXV3VYSB5X · pith_short_8: VRPAT3OX

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/VRPAT3OXV3VYSB5X4L5UUTD7WI \
  | 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: ac5e09edd7aeeb8907b7e2fb4a4c7fb22c60b9327547d182f419c578d1254ae8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22abb74612f5aaeb6e8c403f4fc86d9c060788c64c2312d0617ca20b6ab0a094",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-03T20:03:54Z",
    "title_canon_sha256": "e765ea6add29c731a75e033913534a6074ec96940b952223a08c7b8a5dedf0a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02215",
    "kind": "arxiv",
    "version": 1
  }
}