Pith Number

pith:UDYIH352

pith:2024:UDYIH352F2TCYCXQTUQOFATS2G

not attested not anchored not stored refs pending

Dual Interpretation of Machine Learning Forecasts

Karin Klieber, Maximilian Goebel, Philippe Goulet Coulombe

arxiv:2412.13076 v1 · 2024-12-17 · econ.EM · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UDYIH352F2TCYCXQTUQOFATS2G}

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

LGB+: A Macroeconomic Forecasting Road Test

Receipt and verification

First computed	2026-07-05T09:50:39.898129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0f083efba2ea62c0af09d20e28272d1a73448cb9fc17fca62e00551cde4203b

Aliases

arxiv: 2412.13076 · arxiv_version: 2412.13076v1 · doi: 10.48550/arxiv.2412.13076 · pith_short_12: UDYIH352F2TC · pith_short_16: UDYIH352F2TCYCXQ · pith_short_8: UDYIH352

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/UDYIH352F2TCYCXQTUQOFATS2G \
  | 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: a0f083efba2ea62c0af09d20e28272d1a73448cb9fc17fca62e00551cde4203b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c994a46e6a355eba70e004fefb334969dff72a60d625c74fdfe5bce2375d3d2",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2024-12-17T16:44:39Z",
    "title_canon_sha256": "0db849e520e9080b7556b1ee092c9e515c1317d2e249db828534a44f3926155b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13076",
    "kind": "arxiv",
    "version": 1
  }
}