Pith Number

pith:66OWUQQY

pith:2025:66OWUQQYIEWNBG2WNCMXTWZJ4Y

not attested not anchored not stored refs pending

Non-Stationary Online Structured Prediction with Surrogate Losses

Han Bao, Shinsaku Sakaue, Yuzhou Cao

arxiv:2510.07086 v2 · 2025-10-08 · 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{66OWUQQYIEWNBG2WNCMXTWZJ4Y}

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	2026-05-17T23:39:17.319734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f79d6a4218412cd09b56689979db29e63ccd1af0238cce4232006a59ed14893b

Aliases

arxiv: 2510.07086 · arxiv_version: 2510.07086v2 · doi: 10.48550/arxiv.2510.07086 · pith_short_12: 66OWUQQYIEWN · pith_short_16: 66OWUQQYIEWNBG2W · pith_short_8: 66OWUQQY

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/66OWUQQYIEWNBG2WNCMXTWZJ4Y \
  | 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: f79d6a4218412cd09b56689979db29e63ccd1af0238cce4232006a59ed14893b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c66fcc0da8ff4f28bcddb4470ac5f67412028e6b6ccaf158da9a2b7c6b3f2bb6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-08T14:43:44Z",
    "title_canon_sha256": "361a1ac2256f11562ce34f1fb083e5414a0822d294834ec86776e052b92ccd22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.07086",
    "kind": "arxiv",
    "version": 2
  }
}