Pith Number

pith:SI3HKI2E

pith:2026:SI3HKI2EVBRS6YVMGGKJMP7AWE

not attested not anchored not stored refs pending

Harness In-Context Operator Learning with Chain of Operators

Ling Guo, Liu Yang, Minghui Yang

arxiv:2606.12318 v1 · 2026-06-10 · 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{SI3HKI2EVBRS6YVMGGKJMP7AWE}

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	2026-06-11T01:11:01.551164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9236752344a8632f62ac3194963fe0b12f6a8aadc285b6e8741ec0c61a8f74f7

Aliases

arxiv: 2606.12318 · arxiv_version: 2606.12318v1 · doi: 10.48550/arxiv.2606.12318 · pith_short_12: SI3HKI2EVBRS · pith_short_16: SI3HKI2EVBRS6YVM · pith_short_8: SI3HKI2E

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/SI3HKI2EVBRS6YVMGGKJMP7AWE \
  | 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: 9236752344a8632f62ac3194963fe0b12f6a8aadc285b6e8741ec0c61a8f74f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18107cb64bd3572654edbced03c94eea17cd75c07c8286bb51fefb477e515899",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T16:53:03Z",
    "title_canon_sha256": "15258ab1f18c99e9e683d13d3851a848390e83b63cfabda03d4ca920df951770"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12318",
    "kind": "arxiv",
    "version": 1
  }
}