Pith Number

pith:TGCJPDZN

pith:2025:TGCJPDZNSIWAXK2XGQMH2JYREJ

not attested not anchored not stored refs pending

How Effective are Large Time Series Models in Hydrology? A Study on Water Level Forecasting in Everglades

Azam Shirali, Giri Narasimhan, Jimeng Shi, Rahuul Rangaraj, Rajendra Paudel, Yanzhao Wu

arxiv:2505.01415 v2 · 2025-05-02 · 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{TGCJPDZNSIWAXK2XGQMH2JYREJ}

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

1 paper in Pith

Are Time-Series Foundation Models Ready for E-Nose Data? An Empirical Assessment of Their Embeddings

Receipt and verification

First computed	2026-07-05T11:49:54.057669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9984978f2d922c0bab5734187d271122442a8fa27b568503a6379ac8e378df13

Aliases

arxiv: 2505.01415 · arxiv_version: 2505.01415v2 · doi: 10.48550/arxiv.2505.01415 · pith_short_12: TGCJPDZNSIWA · pith_short_16: TGCJPDZNSIWAXK2X · pith_short_8: TGCJPDZN

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/TGCJPDZNSIWAXK2XGQMH2JYREJ \
  | 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: 9984978f2d922c0bab5734187d271122442a8fa27b568503a6379ac8e378df13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8d8c4268ddfa93a00d51bc3f87600cb2987f6cb3e04dccf254cf092ea1af4d6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T17:48:20Z",
    "title_canon_sha256": "9f91b1f286a89232e3b1f3e89c08f6a800755255d67a85b832ef690ac40fc168"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01415",
    "kind": "arxiv",
    "version": 2
  }
}