Pith Number

pith:FEHCMEEP

pith:2025:FEHCMEEPKT5BWHTBCSIN5NYYED

not attested not anchored not stored refs pending

Towards Reliable Time Series Forecasting under Future Uncertainty: Ambiguity and Novelty Rejection Mechanisms

Boyu Wang, Fobao Zhou, Hang Zhao, Jiayu Yang, Kunlong Feng, Ninghui Feng, Songning Lai, Xin Zhou, Yutao Yue, Yuxuan Liang, Zhangyi Hu, Zhenxiao Yin

arxiv:2503.19656 v1 · 2025-03-25 · 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{FEHCMEEPKT5BWHTBCSIN5NYYED}

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	2026-07-05T10:38:59.303162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

290e26108f54fa1b1e611490deb71820ca1983606d2af2d590785634ee699337

Aliases

arxiv: 2503.19656 · arxiv_version: 2503.19656v1 · doi: 10.48550/arxiv.2503.19656 · pith_short_12: FEHCMEEPKT5B · pith_short_16: FEHCMEEPKT5BWHTB · pith_short_8: FEHCMEEP

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/FEHCMEEPKT5BWHTBCSIN5NYYED \
  | 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: 290e26108f54fa1b1e611490deb71820ca1983606d2af2d590785634ee699337

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd393cbf9235ffe75eddd005bbd8cede475a06d07e73a2ec0dff1bdd8221f4f4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-25T13:44:29Z",
    "title_canon_sha256": "fd55d04ccbcd57d3307e8a89a7b12a44c974e6f9af6e30cc70bc2951d2da007d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.19656",
    "kind": "arxiv",
    "version": 1
  }
}