Pith Number

pith:YZVB5MVI

pith:2024:YZVB5MVI3C5QI6LRNJSWYFE2QX

not attested not anchored not stored refs pending

Generalized Policy Learning for Smart Grids: FL TRPO Approach

Martin Tak\'a\v{c}, Nicolas Mauricio Cuadrado, Samuel Horv\'ath, Yunxiang Li

arxiv:2403.18439 v1 · 2024-03-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YZVB5MVI3C5QI6LRNJSWYFE2QX}

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	2026-07-05T08:01:22.709825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c66a1eb2a8d8bb0479716a656c149a85f00254543d7c1404a883c0f5fdf1bca8

Aliases

arxiv: 2403.18439 · arxiv_version: 2403.18439v1 · doi: 10.48550/arxiv.2403.18439 · pith_short_12: YZVB5MVI3C5Q · pith_short_16: YZVB5MVI3C5QI6LR · pith_short_8: YZVB5MVI

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/YZVB5MVI3C5QI6LRNJSWYFE2QX \
  | 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: c66a1eb2a8d8bb0479716a656c149a85f00254543d7c1404a883c0f5fdf1bca8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c229ac268c07309deac0f92bd86348ed9026d2809fa6feaee6c9339e6cbd521",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-27T10:47:06Z",
    "title_canon_sha256": "949fcdd61ba8f60a288855386922ed48ab63c69c16b797abcef6793503e807dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.18439",
    "kind": "arxiv",
    "version": 1
  }
}