Pith Number

pith:YOJY4DZX

pith:2026:YOJY4DZX2F7WSASGDZVQPZZ5S7

not attested not anchored not stored refs pending

Once-for-All: Scalable Simultaneous Forecasting via Equilibrium State Estimation

Andy Song, Beinan Xu, Feng Liu, Jiti Gao

arxiv:2606.13285 v1 · 2026-06-11 · 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{YOJY4DZX2F7WSASGDZVQPZZ5S7}

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	2026-06-12T01:09:50.605118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3938e0f37d17f6902461e6b07e73d97fd7e7ea7d95782a00dac791652be199d

Aliases

arxiv: 2606.13285 · arxiv_version: 2606.13285v1 · doi: 10.48550/arxiv.2606.13285 · pith_short_12: YOJY4DZX2F7W · pith_short_16: YOJY4DZX2F7WSASG · pith_short_8: YOJY4DZX

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/YOJY4DZX2F7WSASGDZVQPZZ5S7 \
  | 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: c3938e0f37d17f6902461e6b07e73d97fd7e7ea7d95782a00dac791652be199d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b864ba872a5bc08aa608d644d9f70a695ede8e4345b5f134d84f312be61a2b92",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-11T12:42:39Z",
    "title_canon_sha256": "fd789add6c0ee11cda96fb47336501288488f6dcb983e398c00ddb86e695b580"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.13285",
    "kind": "arxiv",
    "version": 1
  }
}