Pith Number

pith:AVZM7DIV

pith:2026:AVZM7DIVKL2JLLWMCRRKHWR3QT

not attested not anchored not stored refs pending

Residual-Controlled Multiplier Learning for Stochastic Constrained Decision-Making

Jianchen Hu, Kang Liu, Ziyu Qu

arxiv:2606.07088 v1 · 2026-06-05 · 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{AVZM7DIVKL2JLLWMCRRKHWR3QT}

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	2026-06-08T01:04:45.543769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0572cf8d1552f495aecc1462a3da3b84f35da9d372212fe2fda5c314c3fda2d8

Aliases

arxiv: 2606.07088 · arxiv_version: 2606.07088v1 · doi: 10.48550/arxiv.2606.07088 · pith_short_12: AVZM7DIVKL2J · pith_short_16: AVZM7DIVKL2JLLWM · pith_short_8: AVZM7DIV

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/AVZM7DIVKL2JLLWMCRRKHWR3QT \
  | 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: 0572cf8d1552f495aecc1462a3da3b84f35da9d372212fe2fda5c314c3fda2d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa95da036413e9a0e47998bd3a1ac96d128fd8424165e77f7f748473ad616d84",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-05T09:35:22Z",
    "title_canon_sha256": "5ebb6312d2eec21892596400d136dc2eb429d80ff963f9ea97ea9a867a9437fa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07088",
    "kind": "arxiv",
    "version": 1
  }
}