Pith Number

pith:2XM5GHVW

pith:2026:2XM5GHVWRP45OPXXHPQLFLIHGZ

not attested not anchored not stored refs pending

The Parts Are Greater Than the Sum: Automated Task Sequencing for Efficient Training of Multi-Policy LLMs

Adam Sobey, Francisco Gomez Medina, Jiajia Tang, Sizhe Yuen, Yali Du

arxiv:2607.29601 v1 · 2026-07-31 · 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{2XM5GHVWRP45OPXXHPQLFLIHGZ}

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	2026-08-03T01:40:08.905712Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5d9d31eb68bf9d73ef73be0b2ad07366b40c52f852419c5dcf01f235bad0970

Aliases

arxiv: 2607.29601 · arxiv_version: 2607.29601v1 · doi: 10.48550/arxiv.2607.29601 · pith_short_12: 2XM5GHVWRP45 · pith_short_16: 2XM5GHVWRP45OPXX · pith_short_8: 2XM5GHVW

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/2XM5GHVWRP45OPXXHPQLFLIHGZ \
  | 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: d5d9d31eb68bf9d73ef73be0b2ad07366b40c52f852419c5dcf01f235bad0970

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d34f601f2ce63df2205d8c05eb8919bf83e067d27a278ceb91dd238cdfd810b5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-31T16:33:18Z",
    "title_canon_sha256": "2f71dadc7fb60be05ce57a40a6a951215e2e748564c90e5e7a09aa01acc952cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.29601",
    "kind": "arxiv",
    "version": 1
  }
}