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Pith Number

pith:GAFAQCPV

pith:2020:GAFAQCPVYJJ5CPH6OL6PT34MXK
not attested not anchored not stored refs pending

Rethinking Uncertainty in Deep Learning: Whether and How it Improves Robustness

Ce Ju, Kam Woh Ng, Lixin Fan, Qiang Yang, Yilun Jin

arxiv:2011.13538 v1 · 2020-11-27 · cs.LG

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\usepackage{pith}
\pithnumber{GAFAQCPVYJJ5CPH6OL6PT34MXK}

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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 2026-07-05T01:54:55.254955Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

300a0809f5c253d13cfe72fcf9ef8cba94210a52e1fc6f2eb82f090f5d3ed116

Aliases

arxiv: 2011.13538 · arxiv_version: 2011.13538v1 · doi: 10.48550/arxiv.2011.13538 · pith_short_12: GAFAQCPVYJJ5 · pith_short_16: GAFAQCPVYJJ5CPH6 · pith_short_8: GAFAQCPV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GAFAQCPVYJJ5CPH6OL6PT34MXK \
  | 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: 300a0809f5c253d13cfe72fcf9ef8cba94210a52e1fc6f2eb82f090f5d3ed116
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6b815467208babff4ae96f6533859e5eea4820ebe83c7000e993ee48d9aaf7d6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-27T03:22:50Z",
    "title_canon_sha256": "9e9df815f4093460dda6716e6af39aa4dfa9211a3de469bf6a50d61752eeb381"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.13538",
    "kind": "arxiv",
    "version": 1
  }
}