Pith Number

pith:U73NBYEY

pith:2022:U73NBYEYH6XZCQH5CFHIZCZTWR

not attested not anchored not stored refs pending

When to Update Your Model: Constrained Model-based Reinforcement Learning

Fengxiang He, Fuchun Sun, Mingxuan Jing, Tianying Ji, Wenbing Huang, Yu Luo

arxiv:2210.08349 v4 · 2022-10-15 · 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{U73NBYEYH6XZCQH5CFHIZCZTWR}

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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

Hyperfastrl: Hypernetwork-based reinforcement learning for unified control of parametric chaotic PDEs

Receipt and verification

First computed	2026-07-05T07:10:21.234132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7f6d0e0983faf9140fd114e8c8b33b476eab31b3851c79a048151ab8014bb7a

Aliases

arxiv: 2210.08349 · arxiv_version: 2210.08349v4 · doi: 10.48550/arxiv.2210.08349 · pith_short_12: U73NBYEYH6XZ · pith_short_16: U73NBYEYH6XZCQH5 · pith_short_8: U73NBYEY

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/U73NBYEYH6XZCQH5CFHIZCZTWR \
  | 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: a7f6d0e0983faf9140fd114e8c8b33b476eab31b3851c79a048151ab8014bb7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b102f0697cc86f001c28d185dcc657c58d556b7178c0beeee40e0e2a921f0a2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-15T17:57:43Z",
    "title_canon_sha256": "ebb96d36e1ddf1b5e2d0270590fdf25d517a1b8c7a7ff02df2a434d5ce4579f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.08349",
    "kind": "arxiv",
    "version": 4
  }
}