Pith Number

pith:75OYLG6N

pith:2025:75OYLG6NPQSBPO2QLDEYQ5ATNU

not attested not anchored not stored refs pending

How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models

Abigail O'Neill, Alan Zhu, Alexandros G. Dimakis, Joseph E. Gonzalez, Matei Zaharia, Parth Asawa

arxiv:2510.02453 v3 · 2025-10-02 · cs.LG · cs.AI · 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{75OYLG6NPQSBPO2QLDEYQ5ATNU}

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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.

Cited by

4 papers in Pith

OpenJarvis: Personal AI, On Personal Devices

Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace

ExecTune: Effective Steering of Black-Box LLMs with Guide Models

PACEvolve++: Improving Test-time Learning for Evolutionary Search Agents

Receipt and verification

First computed	2026-05-20T00:01:35.832777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff5d859bcd7c2417bb5058c98874136d3aa461b3f555ca1ad35b7b7787d5bc4b

Aliases

arxiv: 2510.02453 · arxiv_version: 2510.02453v3 · doi: 10.48550/arxiv.2510.02453 · pith_short_12: 75OYLG6NPQSB · pith_short_16: 75OYLG6NPQSBPO2Q · pith_short_8: 75OYLG6N

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/75OYLG6NPQSBPO2QLDEYQ5ATNU \
  | 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: ff5d859bcd7c2417bb5058c98874136d3aa461b3f555ca1ad35b7b7787d5bc4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5396dfd1cb06015ad0d7b50e414ad102b53da60ef837bb603a365977bc71ca1d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-02T18:02:39Z",
    "title_canon_sha256": "0d946386449a49411123223c0a31810b3c788b3c523059ed750e9baf89e88f7c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.02453",
    "kind": "arxiv",
    "version": 3
  }
}