Pith Number

pith:PHSW3IPI

pith:2025:PHSW3IPIFF26P6GPJXOHLYNVUH

not attested not anchored not stored refs pending

STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning

Chaosheng Dong, Haibo Yang, Jia Liu, Michinari Momma, Shaoyuan Xu, Simone Shao, Yan Gao, Zhuqing Liu

arxiv:2506.19883 v1 · 2025-06-24 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PHSW3IPIFF26P6GPJXOHLYNVUH}

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	2026-07-05T11:26:54.866015Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79e56da1e82975e7f8cf4ddc75e1b5a1c302b3e079233d24833d96975230a1c8

Aliases

arxiv: 2506.19883 · arxiv_version: 2506.19883v1 · doi: 10.48550/arxiv.2506.19883 · pith_short_12: PHSW3IPIFF26 · pith_short_16: PHSW3IPIFF26P6GP · pith_short_8: PHSW3IPI

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/PHSW3IPIFF26P6GPJXOHLYNVUH \
  | 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: 79e56da1e82975e7f8cf4ddc75e1b5a1c302b3e079233d24833d96975230a1c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc4b8f2ac9b9f6cfba7e6b21ca1a5f605e158710269ef9f03a9ce54d7569187e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-24T03:31:25Z",
    "title_canon_sha256": "2c267d237710335345926303c9b1e94a01d2b91c1766aaa5d72ec558ee06a31c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.19883",
    "kind": "arxiv",
    "version": 1
  }
}