Pith Number

pith:O6FOF5SN

pith:2024:O6FOF5SNMKTB7QYMRTGZZ3K6LI

not attested not anchored not stored refs pending

Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching

Advait Chandorkar, Arnav Kharbanda

arxiv:2412.01193 v3 · 2024-12-02 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O6FOF5SNMKTB7QYMRTGZZ3K6LI}

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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

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models

Receipt and verification

First computed	2026-07-05T09:52:18.643545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

778ae2f64d62a61fc30c8ccd9ced5e5a3f64710855271e837492b397595c54e7

Aliases

arxiv: 2412.01193 · arxiv_version: 2412.01193v3 · doi: 10.48550/arxiv.2412.01193 · pith_short_12: O6FOF5SNMKTB · pith_short_16: O6FOF5SNMKTB7QYM · pith_short_8: O6FOF5SN

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/O6FOF5SNMKTB7QYMRTGZZ3K6LI \
  | 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: 778ae2f64d62a61fc30c8ccd9ced5e5a3f64710855271e837492b397595c54e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5f4ff6a5bdba35d793327f9414ee4056dc7de3a0c7df1bd33ee6cd0ea15a387",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T06:52:45Z",
    "title_canon_sha256": "64a74da42e5efaa7b10f0d17d8678427ccd1e5461184d2feaabe1235bf132ef0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01193",
    "kind": "arxiv",
    "version": 3
  }
}