Pith Number

pith:M6LGCLYZ

pith:2021:M6LGCLYZTI4GJNKXCJPIBE7YMK

not attested not anchored not stored refs pending

What is Going on Inside Recurrent Meta Reinforcement Learning Agents?

Doina Precup, Safa Alver

arxiv:2104.14644 v1 · 2021-04-29 · 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{M6LGCLYZTI4GJNKXCJPIBE7YMK}

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	2026-07-05T02:36:25.018374Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6796612f199a3864b557125e8093f862a17475d3b616f59ec96ae046d82d7fab

Aliases

arxiv: 2104.14644 · arxiv_version: 2104.14644v1 · doi: 10.48550/arxiv.2104.14644 · pith_short_12: M6LGCLYZTI4G · pith_short_16: M6LGCLYZTI4GJNKX · pith_short_8: M6LGCLYZ

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/M6LGCLYZTI4GJNKXCJPIBE7YMK \
  | 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: 6796612f199a3864b557125e8093f862a17475d3b616f59ec96ae046d82d7fab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3741ea5e4c5a25c2bcef561f2696c31bfebc85bce2df984fca3607e7262cccdd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-29T20:34:39Z",
    "title_canon_sha256": "a04ed3481c0a752d8245202a7eae21d8d66261d7329d82c404a081d97d54f75f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.14644",
    "kind": "arxiv",
    "version": 1
  }
}