Pith Number

pith:KX2UUM4G

pith:2025:KX2UUM4G3N6KCFUZDU4OLGBGG4

not attested not anchored not stored refs pending

BERTO: Intent-Driven Network Time Series Forecasting via Natural Language Operator Preferences

Christian Maciocco, Nitin Priyadarshini Shankar, Sheetal Kalyani, Vaibhav Singh

arxiv:2512.05721 v2 · 2025-12-05 · 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{KX2UUM4G3N6KCFUZDU4OLGBGG4}

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	2026-05-20T01:05:03.411732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55f54a3386db7ca116991d38e59826372a81815e494e7a9f81abee37af11a550

Aliases

arxiv: 2512.05721 · arxiv_version: 2512.05721v2 · doi: 10.48550/arxiv.2512.05721 · pith_short_12: KX2UUM4G3N6K · pith_short_16: KX2UUM4G3N6KCFUZ · pith_short_8: KX2UUM4G

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/KX2UUM4G3N6KCFUZDU4OLGBGG4 \
  | 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: 55f54a3386db7ca116991d38e59826372a81815e494e7a9f81abee37af11a550

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1decdf331dbd7727e59caaa255f5307e06af2ab2db8f1fc68750c9361b49b80",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-05T13:54:31Z",
    "title_canon_sha256": "7697dc80c5721a19e800843ba676ee5f6b226edc70c28e850b4e2e8e3f21e182"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.05721",
    "kind": "arxiv",
    "version": 2
  }
}