Pith Number

pith:HHYYNNP4

pith:2026:HHYYNNP46O3XBBMYKAR4FGC55J

not attested not anchored not stored refs pending

CalibForge: Adversarial Solver Calibration for Scaling Learnable Terminal Tasks

Fanzhe Meng, Guoxin Chen, Jiale Zhao, Ji-Rong Wen, Kai Jia, Ruihua Song, Shuang Sun, Wayne Xin Zhao, Zhiyu Lin

arxiv:2608.06352 v1 · 2026-08-06 · cs.LG · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HHYYNNP46O3XBBMYKAR4FGC55J}

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	2026-08-07T01:41:27.838957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39f186b5fcf3b77085985023c2985dea640deac03e9827f41615826a2c1f3407

Aliases

arxiv: 2608.06352 · arxiv_version: 2608.06352v1 · doi: 10.48550/arxiv.2608.06352 · pith_short_12: HHYYNNP46O3X · pith_short_16: HHYYNNP46O3XBBMY · pith_short_8: HHYYNNP4

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/HHYYNNP46O3XBBMYKAR4FGC55J \
  | 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: 39f186b5fcf3b77085985023c2985dea640deac03e9827f41615826a2c1f3407

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96376777c7fd495cdc9898f6f6dccd27e130354b926fb5a55c2a15f00b2e9d29",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-06T17:53:18Z",
    "title_canon_sha256": "946cf2f37ea52fc865abf32982c6f3cda4aeb80d61117060a74c70759665e806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.06352",
    "kind": "arxiv",
    "version": 1
  }
}