Pith Number

pith:JXAFTV2B

pith:2021:JXAFTV2BBJ7RTXJFCXPCT5FKHJ

not attested not anchored not stored refs pending

An Uncertainty-aware Loss Function for Training Neural Networks with Calibrated Predictions

Afshar Shamsi, AmirReza Tajally, Hamzeh Asgharnezhad, Henry Leung, Saeid Nahavandi

arxiv:2110.03260 v2 · 2021-10-07 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{JXAFTV2BBJ7RTXJFCXPCT5FKHJ}

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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

Uncertainty Estimation by Human Perception versus Neural Models

Receipt and verification

First computed	2026-07-05T05:38:40.483304Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4dc059d7410a7f19dd2515de29f4aa3a5082f7e7999030b1e726e26f75c79fac

Aliases

arxiv: 2110.03260 · arxiv_version: 2110.03260v2 · doi: 10.48550/arxiv.2110.03260 · pith_short_12: JXAFTV2BBJ7R · pith_short_16: JXAFTV2BBJ7RTXJF · pith_short_8: JXAFTV2B

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/JXAFTV2BBJ7RTXJFCXPCT5FKHJ \
  | 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: 4dc059d7410a7f19dd2515de29f4aa3a5082f7e7999030b1e726e26f75c79fac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a92c9ab3ceb9d822e8f89e51396e65aba5fbb211d74208a9eca9d06a774f262",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-07T08:31:23Z",
    "title_canon_sha256": "56828a8409ffd028927c61df0442a4a5c5e5d5798cf0bcd73c4236d43bbb359d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03260",
    "kind": "arxiv",
    "version": 2
  }
}