Pith Number

pith:4BGSCBLK

pith:2024:4BGSCBLKTMVEO65LHQ2T7NYSWR

not attested not anchored not stored refs pending

MILLION: A General Multi-Objective Framework with Controllable Risk for Portfolio Management

Kai Zheng, Liwei Deng, Tianfu Wang, Yan Zhao

arxiv:2412.03038 v1 · 2024-12-04 · q-fin.PM · cs.AI · 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{4BGSCBLKTMVEO65LHQ2T7NYSWR}

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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

1 paper in Pith

Multi-objective Portfolio Optimization Via Gradient Descent

Receipt and verification

First computed	2026-07-05T09:44:24.163115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e04d21056a9b2a477bab3c353fb712b47d8bc803aac0ec3f89b64882dd327c95

Aliases

arxiv: 2412.03038 · arxiv_version: 2412.03038v1 · doi: 10.48550/arxiv.2412.03038 · pith_short_12: 4BGSCBLKTMVE · pith_short_16: 4BGSCBLKTMVEO65L · pith_short_8: 4BGSCBLK

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/4BGSCBLKTMVEO65LHQ2T7NYSWR \
  | 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: e04d21056a9b2a477bab3c353fb712b47d8bc803aac0ec3f89b64882dd327c95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a83e283df0fcec7ac4d4f8c726f649de6511a4925a193c01c8a7a7838c173c60",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.PM",
    "submitted_at": "2024-12-04T05:19:34Z",
    "title_canon_sha256": "da75828598f9fd882a74ed6fb5fbbb375bbea0d3833b93eaab00d0f6e16518ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.03038",
    "kind": "arxiv",
    "version": 1
  }
}