Pith Number

pith:MIHXHUL4

pith:2026:MIHXHUL4PQSERGMWUFY4O2ZQL4

not attested not anchored not stored refs pending

Personalizing Large Language Model Agents with Small Policy Models

Dian Jin, Doudou Zhou, Huichao Li, Rundong Huang, Yihe Pan, Zhi Zhang

arxiv:2608.00215 v1 · 2026-07-31 · 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{MIHXHUL4PQSERGMWUFY4O2ZQL4}

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	2026-08-04T00:34:25.394896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

620f73d17c7c24489996a171c76b305f3b62ec55ab65c6dd13b3e404e3eeb748

Aliases

arxiv: 2608.00215 · arxiv_version: 2608.00215v1 · doi: 10.48550/arxiv.2608.00215 · pith_short_12: MIHXHUL4PQSE · pith_short_16: MIHXHUL4PQSERGMW · pith_short_8: MIHXHUL4

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/MIHXHUL4PQSERGMWUFY4O2ZQL4 \
  | 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: 620f73d17c7c24489996a171c76b305f3b62ec55ab65c6dd13b3e404e3eeb748

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "39c31555b122b29645e30fbaac791cef1577447234ddfbf5b1990c27dde50937",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-31T18:56:30Z",
    "title_canon_sha256": "b88f42df4cbe70fc6b00404c57ee41e338573756edf26924c6b0e36b66ead17f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00215",
    "kind": "arxiv",
    "version": 1
  }
}