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Pith Number

pith:VI6SIEOW

pith:2023:VI6SIEOWL4BTYI5EVVHP5UTXSU
not attested not anchored not stored refs pending

Probabilistic Test-Time Generalization by Variational Neighbor-Labeling

Cees G. M. Snoek, Jiayi Shen, Sameer Ambekar, Xiantong Zhen, Zehao Xiao

arxiv:2307.04033 v3 · 2023-07-08 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{VI6SIEOWL4BTYI5EVVHP5UTXSU}

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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

Receipt and verification
First computed 2026-07-05T08:38:33.402886Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

aa3d2411d65f033c23a4ad4efed277951256f11c3addf989688961641929b4b2

Aliases

arxiv: 2307.04033 · arxiv_version: 2307.04033v3 · doi: 10.48550/arxiv.2307.04033 · pith_short_12: VI6SIEOWL4BT · pith_short_16: VI6SIEOWL4BTYI5E · pith_short_8: VI6SIEOW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VI6SIEOWL4BTYI5EVVHP5UTXSU \
  | 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: aa3d2411d65f033c23a4ad4efed277951256f11c3addf989688961641929b4b2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "822eede086c69aac9ec01525ddc511b93ca40f752c4c50e5c5708305edc00faa",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-08T18:58:08Z",
    "title_canon_sha256": "9d211fc5c01be51132f7c9a5c0992fe39ee5a85384d481afba1c08d3d9649394"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.04033",
    "kind": "arxiv",
    "version": 3
  }
}