Pith Number

pith:2HC3I4EV

pith:2018:2HC3I4EVOWBPGMU26FOLXVNYIM

not attested not anchored not stored refs pending

Stochastic Hyperparameter Optimization through Hypernetworks

David Duvenaud, Jonathan Lorraine

arxiv:1802.09419 v2 · 2018-02-26 · 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{2HC3I4EVOWBPGMU26FOLXVNYIM}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Fine-grained Analysis of Stability and Generalization for Stochastic Bilevel Optimization

On the Stability and Generalization of First-order Bilevel Minimax Optimization

Receipt and verification

First computed	2026-05-18T00:21:45.526878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1c5b470957582f3329af15cbbd5b8431d445344a8c505d561ce662e0da96033

Aliases

arxiv: 1802.09419 · arxiv_version: 1802.09419v2 · doi: 10.48550/arxiv.1802.09419 · pith_short_12: 2HC3I4EVOWBP · pith_short_16: 2HC3I4EVOWBPGMU2 · pith_short_8: 2HC3I4EV

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/2HC3I4EVOWBPGMU26FOLXVNYIM \
  | 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: d1c5b470957582f3329af15cbbd5b8431d445344a8c505d561ce662e0da96033

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd7393be84a416df0b3ef95a71b1c949650431722ca08f50787bed977ec04ca8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-26T16:04:46Z",
    "title_canon_sha256": "da8c26b3ba1c11307c388a7316a4855a3c7526e1517be7652db2495895b1c94c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.09419",
    "kind": "arxiv",
    "version": 2
  }
}