Pith Number

pith:AJN75YBA

pith:2025:AJN75YBAAAM5EL6VQF7PY62LWV

not attested not anchored not stored refs pending

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

Baijiong Lin, Han Zhao, James T. Kwok, Qingfu Zhang, Weiyu Chen, Xiaoyuan Zhang, Xi Lin

arxiv:2501.10945 v3 · 2025-01-19 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{AJN75YBAAAM5EL6VQF7PY62LWV}

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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

8 papers in Pith

Multi-Objective Exploration and Preference Optimization via Mutual Information

MAdam: Metric-Aware Multi-Objective Adam

SURF: Steering the Scalarization Weight to Uniformly Traverse the Pareto Front

Rethinking Parameter Sharing for LLM Fine-Tuning with Multiple LoRAs

Common-agency Games for Multi-Objective Test-Time Alignment

Receipt and verification

First computed	2026-07-05T11:49:06.316000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

025bfee0200019d22fd5817efc7b4bb550f8b6ca55b3845fc197493b0dfe75b6

Aliases

arxiv: 2501.10945 · arxiv_version: 2501.10945v3 · doi: 10.48550/arxiv.2501.10945 · pith_short_12: AJN75YBAAAM5 · pith_short_16: AJN75YBAAAM5EL6V · pith_short_8: AJN75YBA

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/AJN75YBAAAM5EL6VQF7PY62LWV \
  | 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: 025bfee0200019d22fd5817efc7b4bb550f8b6ca55b3845fc197493b0dfe75b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc2f623458452b7ec3fe25ae9e8323502eafbbd125f7c71018c52a4b75fc446a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-19T04:56:55Z",
    "title_canon_sha256": "e6a4e7900c5b62c1fc83440f93c1efcc1bec479b7b44c8bac1d11313d9e6db97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10945",
    "kind": "arxiv",
    "version": 3
  }
}