Pith Number

pith:BFECK2XY

pith:2025:BFECK2XYFE2V3IGG7MMMWYCYFF

not attested not anchored not stored refs pending

TAT: Temporal-Aligned Transformer for Multi-Horizon Peak Demand Forecasting

B. Aditya Prakash, Boris N. Oreshkin, Dmitry Efimov, Kin G. Olivares, Michael W. Mahoney, Sitan Yang, Stan Vitebsky, Zhiyuan Zhao

arxiv:2507.10349 v1 · 2025-07-14 · 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{BFECK2XYFE2V3IGG7MMMWYCYFF}

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	2026-07-05T11:36:49.968494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0948256af829355da0c6fb18cb6058295f8b24fc1abeb5e4f19d4a21e1afa8ef

Aliases

arxiv: 2507.10349 · arxiv_version: 2507.10349v1 · doi: 10.48550/arxiv.2507.10349 · pith_short_12: BFECK2XYFE2V · pith_short_16: BFECK2XYFE2V3IGG · pith_short_8: BFECK2XY

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/BFECK2XYFE2V3IGG7MMMWYCYFF \
  | 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: 0948256af829355da0c6fb18cb6058295f8b24fc1abeb5e4f19d4a21e1afa8ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3877c11e762df0aa3049df0793023aa21f497a5f9b8402cebe98b45586c65487",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-14T14:51:24Z",
    "title_canon_sha256": "11fdf4297e8673bfcb169ed8ad8b5f1de0ad864b6d617bf81e65a84c1218b770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10349",
    "kind": "arxiv",
    "version": 1
  }
}