Pith Number

pith:X2ANBUCA

pith:2022:X2ANBUCA6NHIHEOTEBLPWP6TUQ

not attested not anchored not stored refs pending

Demystifying Reinforcement Learning in Time-Varying Systems

Malte Schwarzkopf, Mohammad Alizadeh, Pouya Hamadanian, Siddartha Sen

arxiv:2201.05560 v2 · 2022-01-14 · cs.LG · cs.AI · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2ANBUCA6NHIHEOTEBLPWP6TUQ}

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	2026-07-05T05:36:15.361470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be80d0d040f34e8391d32056fb3fd3a40be2dd5bce6839aca52c07b17cdd473e

Aliases

arxiv: 2201.05560 · arxiv_version: 2201.05560v2 · doi: 10.48550/arxiv.2201.05560 · pith_short_12: X2ANBUCA6NHI · pith_short_16: X2ANBUCA6NHIHEOT · pith_short_8: X2ANBUCA

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/X2ANBUCA6NHIHEOTEBLPWP6TUQ \
  | 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: be80d0d040f34e8391d32056fb3fd3a40be2dd5bce6839aca52c07b17cdd473e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c83d0c6e7358b4ec3a7538700952b28524bb0fab1402c95bbeadef06f3b4ed2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-14T17:04:11Z",
    "title_canon_sha256": "b7d414c6e6a3e3872a448bac40b7325e465dd99e9fd0a6afd6117115679027f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.05560",
    "kind": "arxiv",
    "version": 2
  }
}