Pith Number

pith:QDW5TLAS

pith:2026:QDW5TLASIE2IB24TMCJ23CK72B

not attested not anchored not stored refs pending

Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals

Botian Shi, Daocheng Fu, Jianbiao Mei, Licheng Wen, Pinlong Cai, Rong Wu, Xuemeng Yang, Yong Liu, Yu Qiao, Yu Yang

arxiv:2607.11505 v1 · 2026-07-13 · 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{QDW5TLASIE2IB24TMCJ23CK72B}

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	2026-07-14T02:22:07.549247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80edd9ac12413480eb936093ad895fd060084d2de16ce82be438a3633f685164

Aliases

arxiv: 2607.11505 · arxiv_version: 2607.11505v1 · doi: 10.48550/arxiv.2607.11505 · pith_short_12: QDW5TLASIE2I · pith_short_16: QDW5TLASIE2IB24T · pith_short_8: QDW5TLAS

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/QDW5TLASIE2IB24TMCJ23CK72B \
  | 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: 80edd9ac12413480eb936093ad895fd060084d2de16ce82be438a3633f685164

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93d787b0089123ff908e9d7a66cb733ee1e41cd1eaa0a9dc3c335a70eacc11e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-13T12:56:21Z",
    "title_canon_sha256": "bcdb1518c84c5530d10a07e162db4ef141cbb743cf722844e9ca120678058425"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11505",
    "kind": "arxiv",
    "version": 1
  }
}