Pith. sign in
Pith Number

pith:AR2HNTM5

pith:2025:AR2HNTM54RKCE3O3AYYDNG4POD
not attested not anchored not stored refs pending

A Unified Evaluation Framework for Epistemic Predictions

Fabio Cuzzolin, Kaizheng Wang, Muhammad Mubashar, Shireen Kudukkil Manchingal

arxiv:2501.16912 v2 · 2025-01-28 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AR2HNTM54RKCE3O3AYYDNG4POD}

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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.
Receipt and verification
First computed 2026-07-05T10:14:50.228087Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

047476cd9de454226ddb0630369b8f70d28ba842922a24a7bfa7fb9e19aeb0a0

Aliases

arxiv: 2501.16912 · arxiv_version: 2501.16912v2 · doi: 10.48550/arxiv.2501.16912 · pith_short_12: AR2HNTM54RKC · pith_short_16: AR2HNTM54RKCE3O3 · pith_short_8: AR2HNTM5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AR2HNTM54RKCE3O3AYYDNG4POD \
  | 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: 047476cd9de454226ddb0630369b8f70d28ba842922a24a7bfa7fb9e19aeb0a0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d9136aacdba89d17253fbd6bb43ffbd51b0f84d1c32b1286a5f3df6e80d560b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-28T12:59:29Z",
    "title_canon_sha256": "fd755e3d7e23f18bfad3df514645b57ff6df6220d7670a2d7bb5a7065d0356ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16912",
    "kind": "arxiv",
    "version": 2
  }
}