Pith. sign in
Pith Number

pith:BVSESOZA

pith:2026:BVSESOZAHNZDVU5KRX634GCGW3
not attested not anchored not stored refs pending

When Policies Change Probabilities: Modular Decision-Making for LLM Code Review

Hitansh Paliwal, Max Corbett, Rasvik Kudum, Romaisa Fatima, Sneheel Sarangi, Thomas Jiralerspong

arxiv:2608.02677 v1 · 2026-08-02 · cs.SE · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{BVSESOZAHNZDVU5KRX634GCGW3}

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 2026-08-05T00:38:59.584298Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0d64493b203b723ad3aa8dfdbe1846b6d53d28c9a282f8583f49213bcba277b0

Aliases

arxiv: 2608.02677 · arxiv_version: 2608.02677v1 · doi: 10.48550/arxiv.2608.02677 · pith_short_12: BVSESOZAHNZD · pith_short_16: BVSESOZAHNZDVU5K · pith_short_8: BVSESOZA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/BVSESOZAHNZDVU5KRX634GCGW3 \
  | 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: 0d64493b203b723ad3aa8dfdbe1846b6d53d28c9a282f8583f49213bcba277b0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d08907bad2de9d6c5116f89ce034cf951abea04aedbbbf217bc2dceab2128ea4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-08-02T20:09:02Z",
    "title_canon_sha256": "e5e980b20ef07d3dc45a84d304cb7f0289798f936f766480deb512d9b0a2ce25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02677",
    "kind": "arxiv",
    "version": 1
  }
}