Pith Number

pith:XV3OYLTO

pith:2024:XV3OYLTOZX7WI36IWDIGWIUX7A

not attested not anchored not stored refs pending

Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting

Chenze Wang, Han Wang, Jingwei Wang, Min Liu, Tianyi Yin, Weiming Shen, Yufeng Chen, Yukai Zhao, Yunlong Ma

arxiv:2412.12226 v1 · 2024-12-16 · 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{XV3OYLTOZX7WI36IWDIGWIUX7A}

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	2026-07-05T09:50:11.793278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd76ec2e6ecdff646fc8b0d06b2297f81167ae1298d35adedbc892b946e66158

Aliases

arxiv: 2412.12226 · arxiv_version: 2412.12226v1 · doi: 10.48550/arxiv.2412.12226 · pith_short_12: XV3OYLTOZX7W · pith_short_16: XV3OYLTOZX7WI36I · pith_short_8: XV3OYLTO

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/XV3OYLTOZX7WI36IWDIGWIUX7A \
  | 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: bd76ec2e6ecdff646fc8b0d06b2297f81167ae1298d35adedbc892b946e66158

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64d35dfa22e3f3fc678f7c577121b350410f04e8e822410f0f6d7c984aa93e67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T11:01:20Z",
    "title_canon_sha256": "2bba455ad5d98537527e06db01ed828a183d4bd8a34f63abc5adc6310f8e2957"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12226",
    "kind": "arxiv",
    "version": 1
  }
}