Pith Number

pith:7O3ULPM5

pith:2022:7O3ULPM5SRTBU5NKNMPD2GTJXS

not attested not anchored not stored refs pending

Methodical Advice Collection and Reuse in Deep Reinforcement Learning

Erc\"ument \.Ilhan, Matthew E. Taylor, Sahir, Srijita Das

arxiv:2204.07254 v1 · 2022-04-14 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7O3ULPM5SRTBU5NKNMPD2GTJXS}

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	2026-07-05T04:14:53.250598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbb745bd9d94661a75aa6b1e3d1a69bcbedffa2dd2e6067364a0d6930eb45ae9

Aliases

arxiv: 2204.07254 · arxiv_version: 2204.07254v1 · doi: 10.48550/arxiv.2204.07254 · pith_short_12: 7O3ULPM5SRTB · pith_short_16: 7O3ULPM5SRTBU5NK · pith_short_8: 7O3ULPM5

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/7O3ULPM5SRTBU5NKNMPD2GTJXS \
  | 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: fbb745bd9d94661a75aa6b1e3d1a69bcbedffa2dd2e6067364a0d6930eb45ae9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61b1f20f56d6abc00bddde3ad9dc90154a5025f0c92d6ee2a1b183c04b0db534",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-14T22:24:55Z",
    "title_canon_sha256": "0219228b6fa036ddb8df21a5bee0e46b7f4051f714d8bfe7e2c03c6920ec9010"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07254",
    "kind": "arxiv",
    "version": 1
  }
}