Pith Number

pith:WSMDS23C

pith:2025:WSMDS23CZUVV27NAFNWJ67MGON

not attested not anchored not stored refs pending

BEAT: Balanced Frequency Adaptive Tuning for Long-Term Time-Series Forecasting

Naipeng Chen, Sanghoon Lee, Seonghwa Choi, Weisi Lin, Zhixuan Li

arxiv:2501.19065 v2 · 2025-01-31 · 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{WSMDS23CZUVV27NAFNWJ67MGON}

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	2026-07-05T11:47:18.571820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b498396b62cd2b5d7da02b6c9f7d8673766323ada7842fc0237863c156d70655

Aliases

arxiv: 2501.19065 · arxiv_version: 2501.19065v2 · doi: 10.48550/arxiv.2501.19065 · pith_short_12: WSMDS23CZUVV · pith_short_16: WSMDS23CZUVV27NA · pith_short_8: WSMDS23C

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/WSMDS23CZUVV27NAFNWJ67MGON \
  | 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: b498396b62cd2b5d7da02b6c9f7d8673766323ada7842fc0237863c156d70655

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c11706e6588cd4577a1c9cf9e012f4226233cbddcfd4ad51315cede671bfeb2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T11:52:35Z",
    "title_canon_sha256": "a1eaa55e6a4365d00e8be8d667f54d9bfb06c01bd0dddc0876f8932123a3f4a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19065",
    "kind": "arxiv",
    "version": 2
  }
}