Pith Number

pith:SGSA52MP

pith:2020:SGSA52MPW4NZGOIANPJIHJDGQX

not attested not anchored not stored refs pending

Continual Reinforcement Learning with Multi-Timescale Replay

Christos Kaplanis, Claudia Clopath, Murray Shanahan

arxiv:2004.07530 v1 · 2020-04-16 · 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{SGSA52MPW4NZGOIANPJIHJDGQX}

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

Uncertainty Prioritized Experience Replay

Receipt and verification

First computed	2026-07-05T00:55:34.098572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91a40ee98fb71b9339006bd283a46685f17750c8458b188979e7122e719a081c

Aliases

arxiv: 2004.07530 · arxiv_version: 2004.07530v1 · doi: 10.48550/arxiv.2004.07530 · pith_short_12: SGSA52MPW4NZ · pith_short_16: SGSA52MPW4NZGOIA · pith_short_8: SGSA52MP

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/SGSA52MPW4NZGOIANPJIHJDGQX \
  | 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: 91a40ee98fb71b9339006bd283a46685f17750c8458b188979e7122e719a081c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bafa5264170ef3a8d2910ba7578ad2f488fe120677ea9de3f0f96d48b4cee158",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-04-16T08:47:40Z",
    "title_canon_sha256": "bc8f8ec0e5d0b10e480e14c6c32418e906d8e82dbeff3acd0dfe671e275b1429"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2004.07530",
    "kind": "arxiv",
    "version": 1
  }
}