Pith Number

pith:NCI6YIOH

pith:2024:NCI6YIOHB5UCJQ52PRQ4K3QSYI

not attested not anchored not stored refs pending

Exchangeable Sequence Models Quantify Uncertainty Over Latent Concepts

Hongseok Namkoong, Naimeng Ye

arxiv:2408.03307 v3 · 2024-08-06 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{NCI6YIOHB5UCJQ52PRQ4K3QSYI}

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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-Aware Foundation Models for Clinical Data

Receipt and verification

First computed	2026-07-05T09:41:40.216511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6891ec21c70f6824c3ba7c61c56e12c23acc7e1c8bfe070ad0e79a8e1c1631d3

Aliases

arxiv: 2408.03307 · arxiv_version: 2408.03307v3 · doi: 10.48550/arxiv.2408.03307 · pith_short_12: NCI6YIOHB5UC · pith_short_16: NCI6YIOHB5UCJQ52 · pith_short_8: NCI6YIOH

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/NCI6YIOHB5UCJQ52PRQ4K3QSYI \
  | 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: 6891ec21c70f6824c3ba7c61c56e12c23acc7e1c8bfe070ad0e79a8e1c1631d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3d4a0fbe653ca62912d0a4f8e3ed91989c2287d785082cb7294269164eb8e78",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-08-06T17:16:10Z",
    "title_canon_sha256": "3138e907ba636a8aa9fb753cc1b49811c66557cf9ff671c15ffd3389d22b5915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03307",
    "kind": "arxiv",
    "version": 3
  }
}