Pith Number

pith:GVLB3NLM

pith:2020:GVLB3NLMSMPNFL5BJMDJIBCGW4

not attested not anchored not stored refs pending

SDE-Net: Equipping Deep Neural Networks with Uncertainty Estimates

Chao Zhang, Jimeng Sun, Lingkai Kong

arxiv:2008.10546 v1 · 2020-08-24 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GVLB3NLMSMPNFL5BJMDJIBCGW4}

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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

3 papers in Pith

Hypergraph Neural Stochastic Diffusion: An SDE Framework for Uncertainty Estimation

Neuronal Stochastic Attention Circuit (NSAC) for Probabilistic Representation Learning

A numerical study into neural network surrogate model performance for uncertainty propagation

Receipt and verification

First computed	2026-07-05T01:29:25.404981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35561db56c931ed2afa14b06940446b707ed399c0b6fece0d31f60513036bd09

Aliases

arxiv: 2008.10546 · arxiv_version: 2008.10546v1 · doi: 10.48550/arxiv.2008.10546 · pith_short_12: GVLB3NLMSMPN · pith_short_16: GVLB3NLMSMPNFL5B · pith_short_8: GVLB3NLM

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/GVLB3NLMSMPNFL5BJMDJIBCGW4 \
  | 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: 35561db56c931ed2afa14b06940446b707ed399c0b6fece0d31f60513036bd09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62c6cca266a1d9a24ce6692a05ebaecd2d13a8517992bf8f26f141558ed4142e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-24T16:33:54Z",
    "title_canon_sha256": "6b953679423c6b1bf362e12732cd069c0b13da1c785dc84935ae42487f7c0e4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.10546",
    "kind": "arxiv",
    "version": 1
  }
}