Pith Number

pith:UWMCWECC

pith:2021:UWMCWECCWX57OYYBD67GGTBK3L

not attested not anchored not stored refs pending

Metrics and continuity in reinforcement learning

Charline Le Lan, Marc G. Bellemare, Pablo Samuel Castro

arxiv:2102.01514 v1 · 2021-02-02 · cs.LG · cs.AI · 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{UWMCWECCWX57OYYBD67GGTBK3L}

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

Bellman operator convergence enhancements in reinforcement learning algorithms

Receipt and verification

First computed	2026-07-05T02:11:31.259485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5982b1042b5fbf763011fbe634c2adaf47957c05db3d9eb66238e9e82a70e94

Aliases

arxiv: 2102.01514 · arxiv_version: 2102.01514v1 · doi: 10.48550/arxiv.2102.01514 · pith_short_12: UWMCWECCWX57 · pith_short_16: UWMCWECCWX57OYYB · pith_short_8: UWMCWECC

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/UWMCWECCWX57OYYBD67GGTBK3L \
  | 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: a5982b1042b5fbf763011fbe634c2adaf47957c05db3d9eb66238e9e82a70e94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e528127e51d18bf0bc578b8185f305062c7f07783c7fb79ace72a597f3ddddff",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-02T14:30:41Z",
    "title_canon_sha256": "e8b9c53ff75e0168f8a63f23e67359f93accf3b9d29f080b7205d3d091083e45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.01514",
    "kind": "arxiv",
    "version": 1
  }
}