Pith Number

pith:B5Y4BON4

pith:2026:B5Y4BON466GBGXKSEVM6PLMLMB

not attested not anchored not stored refs pending

The Spectrum Is Not Enough: When Context Helps Time-Series Forecasting

Hasan Kurban, Mehmet Dalkilic, Mert Onur Cakiroglu

arxiv:2607.13006 v1 · 2026-07-14 · 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{B5Y4BON466GBGXKSEVM6PLMLMB}

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	2026-07-15T01:22:30.923234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f71c0b9bcf78c135d522559e7ad8b60498ba08c3c9aad6b09849c65d886ab82

Aliases

arxiv: 2607.13006 · arxiv_version: 2607.13006v1 · doi: 10.48550/arxiv.2607.13006 · pith_short_12: B5Y4BON466GB · pith_short_16: B5Y4BON466GBGXKS · pith_short_8: B5Y4BON4

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/B5Y4BON466GBGXKSEVM6PLMLMB \
  | 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: 0f71c0b9bcf78c135d522559e7ad8b60498ba08c3c9aad6b09849c65d886ab82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e6340924b3b6de5534ade79aa0e1ac44bc0a67e5f2f3b56f7452a329060971b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-14T17:50:28Z",
    "title_canon_sha256": "af4624852f590936fe3dae0816233c407f2b5aa7c11280fa6107f76c944a0e02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.13006",
    "kind": "arxiv",
    "version": 1
  }
}