Pith Number

pith:ULF3D2QZ

pith:2024:ULF3D2QZFWZOFZQG6IPBPEB5XS

not attested not anchored not stored refs pending

Multi-objective Deep Learning: Taxonomy and Survey of the State of the Art

Sebastian Peitz, Sedjro Salomon Hotegni

arxiv:2412.01566 v2 · 2024-12-02 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULF3D2QZFWZOFZQG6IPBPEB5XS}

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

1 paper in Pith

Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond

Receipt and verification

First computed	2026-07-05T09:43:38.993988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2cbb1ea192db2e2e606f21e17903dbcaa3065fe7b12199244fd776d1648c63a

Aliases

arxiv: 2412.01566 · arxiv_version: 2412.01566v2 · doi: 10.48550/arxiv.2412.01566 · pith_short_12: ULF3D2QZFWZO · pith_short_16: ULF3D2QZFWZOFZQG · pith_short_8: ULF3D2QZ

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/ULF3D2QZFWZOFZQG6IPBPEB5XS \
  | 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: a2cbb1ea192db2e2e606f21e17903dbcaa3065fe7b12199244fd776d1648c63a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc0fd40fc9e8f9fe2a5a0b30433dac8ed4d353e2890994f3023fe1f7158f48ff",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T14:51:21Z",
    "title_canon_sha256": "00df5efc8116ced34a492ee2eff5131679c46f44f0b5fdf55d04ce3e0e5d4088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01566",
    "kind": "arxiv",
    "version": 2
  }
}