Pith Number record

pith:7LDJ6CTF

pith:2025:7LDJ6CTF62HLIVKJBDE4EVFS4E

content-addressed Pith receipt schema 1.0 not author-attested not externally anchored storage not verified

Kairos: Toward Adaptive and Parameter-Efficient Time Series Foundation Models

Kan Ren, Kun Feng, Lintao Ma, Shaocheng Lan, Shuqi Gu, Sihan Lu, Wenchao He, Xingyu Lu, Yuchen Fang

Source: arxiv:2509.25826 v3 · Submitted 2025-09-30 · License http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Categories: cs.LG

View paper page Download JSON What is a Pith Number?

Record completeness checklist

Each row is a typed event attached to this Pith Number. Done rows show their third-party proof. Open rows have an inline form so you can complete them without leaving this page.

1 Anchor canonical hash to Bitcoin via OpenTimestamps open

Stamps the canonical SHA-256 (fac69f0a65f68eb4554908c9...) across three calendars. Confirms instantly. Calendars upgrade to a Bitcoin-block proof in a few hours.

2 Mirror to Internet Archive (Wayback Machine) open

Submits the paper URL to the Internet Archive and records the resulting Wayback capture URL plus timestamp. Pith does not host the paper.

3 Claim authorship open

Identity-backed. The same flow as the paper page. Sign in with ORCID, Apple, X, or email magic-link; if your ORCID is on the arXiv author list the attestation is one-click and shows ORCID verified.

4 Sign a citation pointing at this record open

Records a signed citation. Pick a relationship (supports, refutes, extends, uses_method, depends_on, replaces, compares, cites). Pith signs the assertion server-side.

Relationship

Citing URL (e.g. arxiv.org/abs/...)

More options

Target claim ID (e.g. C1)

Citing Pith Number (pith:YYYY:...)

Note (public, max 500 chars)

Your name

Email (not displayed)

ORCID

Held for moderation. Sign in to confirm immediately.

5 Submit replication, falsification, or formal bridge open

Public record of a replication attempt, formal bridge (Lean / Coq), or falsification. Held for moderation. Not peer review; a typed annotation.

Result class

Evidence URL (http(s))

More options

Target claim ID (e.g. C1) Methodology (public, max 1500 chars) Summary (public, max 1500 chars)

Your name

Email (not displayed)

ORCID

Held for moderation before it appears as confirmed.

Claims

Inbound citations

2 papers in Pith reference this work. 2 of those cite a specific Pith anchor.

TempusBench: An Evaluation Framework for Time-Series Forecasting

arXiv:2604.11529 · ref [11] · internal Pith anchor

WaveMoE: A Wavelet-Enhanced Mixture-of-Experts Foundation Model for Time Series Forecasting

arXiv:2604.10544 · ref [5] · internal Pith anchor

Receipt

First computed	2026-05-17T23:39:01.112807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`, fingerprint `8d4b5ee74e4693bc…`) · public key
Signature value	`b5ZZgKeGw82vWA6CmZLEGbrKDcKvlgEDzG6UfZ5GuUi2aNE2rUYbcBRSRfbfANinc5+yggb4QLKE3kQVM0+2Ag==`
Schema	pith-number/v1.0

Canonical hash

fac69f0a65f68eb4554908c9c254b2e11cd405342c6b5c76d5a14ecde0511b02

Aliases

Kind	Value
arxiv	`2509.25826`
arxiv_version	`2509.25826v3`
doi	`10.48550/arxiv.2509.25826`

Agent API

Same address serves humans and agents. Add an Accept header to get the JSON-LD payload at the resolver URL itself.

Resolver JSON Graph JSON Events JSON Schema Signing key Resolve alias

Verify this Pith Number yourself

Three shell lines recompute the canonical hash. If the hash you compute matches the one shown above, the record is intact end-to-end.

curl -sH 'Accept: application/ld+json' https://pith.science/pith/7LDJ6CTF62HLIVKJBDE4EVFS4E \
  | 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: fac69f0a65f68eb4554908c9c254b2e11cd405342c6b5c76d5a14ecde0511b02

Verify the Pith Ed25519 signature against the published public key:

curl -s https://pith.science/pith-signing-key.json | jq -r .public_key_b64 \
  | base64 -d > /tmp/pith_pub.bin
python3 -c "
from cryptography.hazmat.primitives.asymmetric.ed25519 import Ed25519PublicKey
import base64
pub = Ed25519PublicKey.from_public_bytes(open('/tmp/pith_pub.bin','rb').read())
sig = base64.b64decode('b5ZZgKeGw82vWA6CmZLEGbrKDcKvlgEDzG6UfZ5GuUi2aNE2rUYbcBRSRfbfANinc5+yggb4QLKE3kQVM0+2Ag==')
digest = bytes.fromhex('fac69f0a65f68eb4554908c9c254b2e11cd405342c6b5c76d5a14ecde0511b02')
pub.verify(sig, digest)
print('signature OK')"

Show canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e9307537caf27100f0d80d1b6a733593cdbfb6676ae63f16f6bb69a6da3746a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-30T06:02:26Z",
    "title_canon_sha256": "aa54ad0c543f9cc8586777b856fe6a2a1037d1cf6afd348099837c86251409f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.25826",
    "kind": "arxiv",
    "version": 3
  }
}