Pith Number

pith:VUCZQVXO

pith:2022:VUCZQVXOSP6SUYTNPYU6WIQIWA

not attested not anchored not stored refs pending

Improving Pareto Front Learning via Multi-Sample Hypernetworks

Dung D. Le, Long P. Hoang, Tran Anh Tuan, Tran Ngoc Thang

arxiv:2212.01130 v7 · 2022-12-02 · 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{VUCZQVXOSP6SUYTNPYU6WIQIWA}

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	2026-07-05T06:05:31.931368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad059856ee93fd2a626d7e29eb2208b023bed30d9df4183e02374da03412062e

Aliases

arxiv: 2212.01130 · arxiv_version: 2212.01130v7 · doi: 10.48550/arxiv.2212.01130 · pith_short_12: VUCZQVXOSP6S · pith_short_16: VUCZQVXOSP6SUYTN · pith_short_8: VUCZQVXO

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/VUCZQVXOSP6SUYTNPYU6WIQIWA \
  | 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: ad059856ee93fd2a626d7e29eb2208b023bed30d9df4183e02374da03412062e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ea77350a0f3f3fa503af0bcf3d438eb2ae3b13d790e2ec019bfa927be41ee3f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-02T12:19:12Z",
    "title_canon_sha256": "0e528a9ee70a614756bc310e7ed645a362414cdec02cb44efadfdd9d4a960adb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01130",
    "kind": "arxiv",
    "version": 7
  }
}