Pith Number

pith:LMVV7VND

pith:2025:LMVV7VNDGTTHJE244WRUIGXRDQ

not attested not anchored not stored refs pending

Forking-Sequences: Statistically and Computationally Efficient Multi-Horizon Forecasting with Reduced Volatility

Boris Oreshkin, Dmitry Efimov, Kin G. Olivares, Malcolm Wolff, Mengfei Cao, Michael W. Mahoney, Ruijun Ma, Tatiana Konstantinova, Willa Potosnak

arxiv:2510.04487 v5 · 2025-10-06 · 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{LMVV7VNDGTTHJE244WRUIGXRDQ}

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.

Cited by

2 papers in Pith

MICA: Multivariate Infini Compressive Attention for Time Series Forecasting

Receipt and verification

First computed	2026-07-13T00:17:03.643905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b2b5fd5a334e674935ce5a3441af11c39acb0596c4b9da32c16f74dc5c4d7cb

Aliases

arxiv: 2510.04487 · arxiv_version: 2510.04487v5 · doi: 10.48550/arxiv.2510.04487 · pith_short_12: LMVV7VNDGTTH · pith_short_16: LMVV7VNDGTTHJE24 · pith_short_8: LMVV7VND

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/LMVV7VNDGTTHJE244WRUIGXRDQ \
  | 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: 5b2b5fd5a334e674935ce5a3441af11c39acb0596c4b9da32c16f74dc5c4d7cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49184dcc9f49de42a2d5cf20141e98ebdc0bfa05818ef819021c1e144d3cd9fe",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-06T04:51:06Z",
    "title_canon_sha256": "fca37b481e2032ebaf3d7006f4ccd5758b764ae6f2b18e8edc74b200fb4ae03f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.04487",
    "kind": "arxiv",
    "version": 5
  }
}