Pith Number

pith:6FG3XJMM

pith:2024:6FG3XJMMEDQGZDFZ3NLEWZIXMD

not attested not anchored not stored refs pending

Ensemble quantile-based deep learning framework for streamflow and flood prediction in Australian catchments

Arpit Kapoor, Jim Ng, Rohitash Chandra, R. Willem Vervoort, Siddharth Khedkar

arxiv:2407.15882 v2 · 2024-07-20 · cs.LG · physics.ao-ph · stat.AP · stat.ML

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\usepackage{pith}
\pithnumber{6FG3XJMMEDQGZDFZ3NLEWZIXMD}

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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

Quantile deep learning models for multi-step ahead time series prediction

Receipt and verification

First computed	2026-07-05T10:12:18.181662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f14dbba58c20e06c8cb9db564b651760d2960d3a301806d90f29dc7f88002241

Aliases

arxiv: 2407.15882 · arxiv_version: 2407.15882v2 · doi: 10.48550/arxiv.2407.15882 · pith_short_12: 6FG3XJMMEDQG · pith_short_16: 6FG3XJMMEDQGZDFZ · pith_short_8: 6FG3XJMM

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/6FG3XJMMEDQGZDFZ3NLEWZIXMD \
  | 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: f14dbba58c20e06c8cb9db564b651760d2960d3a301806d90f29dc7f88002241

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84b8e3cbbf9c9ba70048681bbf75317c66fff7d4faa5c155d4450d5d2e718515",
    "cross_cats_sorted": [
      "physics.ao-ph",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-20T23:45:04Z",
    "title_canon_sha256": "d11a90320de0de09a8f5cadfc161a37a64c82ab8033d10a4c70d3a84898eb1a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15882",
    "kind": "arxiv",
    "version": 2
  }
}