Pith Number

pith:UFZL2HBV

pith:2023:UFZL2HBV7F3I5Q3NWMSA7VVF6U

not attested not anchored not stored refs pending

Continual Learning as Computationally Constrained Reinforcement Learning

Ashish Rao, Benjamin Van Roy, Henrik Marklund, Hong Jun Jeon, Saurabh Kumar, Yifan Zhu, Yueyang Liu

arxiv:2307.04345 v3 · 2023-07-10 · 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{UFZL2HBV7F3I5Q3NWMSA7VVF6U}

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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

Capacity-Constrained Continual Learning

Receipt and verification

First computed	2026-07-05T11:27:17.298555Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a172bd1c35f9768ec36db3240fd6a5f525b6e9b595adb0e49bf2d0e47ef49bdd

Aliases

arxiv: 2307.04345 · arxiv_version: 2307.04345v3 · doi: 10.48550/arxiv.2307.04345 · pith_short_12: UFZL2HBV7F3I · pith_short_16: UFZL2HBV7F3I5Q3N · pith_short_8: UFZL2HBV

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/UFZL2HBV7F3I5Q3NWMSA7VVF6U \
  | 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: a172bd1c35f9768ec36db3240fd6a5f525b6e9b595adb0e49bf2d0e47ef49bdd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bf97108f623f935cb106ffcc134e0e897803e21f75fd0c855902b726b958add",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-10T05:06:41Z",
    "title_canon_sha256": "f6a7fd0d97c5d3ec28f486d90d9c8ee0337dd10eeafe939bebc47f7fd47c645b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.04345",
    "kind": "arxiv",
    "version": 3
  }
}