Pith Number

pith:ZWTNL7SJ

pith:2024:ZWTNL7SJIWNVHCKHPZMP75X6RK

not attested not anchored not stored refs pending

Improving Pareto Set Learning for Expensive Multi-objective Optimization via Stein Variational Hypernetworks

Dung D. Le, Long P. Hoang, Minh-Duc Nguyen, Phuong Mai Dinh, Quang-Huy Nguyen

arxiv:2412.17312 v3 · 2024-12-23 · cs.LG · cs.NE · 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{ZWTNL7SJIWNVHCKHPZMP75X6RK}

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.

Receipt and verification

First computed	2026-07-05T10:31:52.200895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cda6d5fe49459b5389477e58fff6fe8a8fc4b83da97a54a799b909979ee622e9

Aliases

arxiv: 2412.17312 · arxiv_version: 2412.17312v3 · doi: 10.48550/arxiv.2412.17312 · pith_short_12: ZWTNL7SJIWNV · pith_short_16: ZWTNL7SJIWNVHCKH · pith_short_8: ZWTNL7SJ

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/ZWTNL7SJIWNVHCKHPZMP75X6RK \
  | 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: cda6d5fe49459b5389477e58fff6fe8a8fc4b83da97a54a799b909979ee622e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e59e3ea7ef4068d0e57569977082e496088241e4b7e520d105f41b5a9a362bc",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T06:05:45Z",
    "title_canon_sha256": "5903bdc828823ea44218fa7a09f9777f127f20084430401bc97d5a1e4896d919"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17312",
    "kind": "arxiv",
    "version": 3
  }
}