Pith Number

pith:FQ5J6PFL

pith:2025:FQ5J6PFLWEPYJZZDRMZDBCYEE2

not attested not anchored not stored refs pending

Post-Training LLMs as Better Decision-Making Agents: A Regret-Minimization Approach

Asuman Ozdaglar, Chanwoo Park, Kaiqing Zhang, Ziyang Chen

arxiv:2511.04393 v2 · 2025-11-06 · 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{FQ5J6PFLWEPYJZZDRMZDBCYEE2}

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	2026-06-01T01:02:24.959041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c3a9f3cabb11f84e7238b32308b0426907ecbce5b64856444d7ec2795836700

Aliases

arxiv: 2511.04393 · arxiv_version: 2511.04393v2 · doi: 10.48550/arxiv.2511.04393 · pith_short_12: FQ5J6PFLWEPY · pith_short_16: FQ5J6PFLWEPYJZZD · pith_short_8: FQ5J6PFL

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/FQ5J6PFLWEPYJZZDRMZDBCYEE2 \
  | 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: 2c3a9f3cabb11f84e7238b32308b0426907ecbce5b64856444d7ec2795836700

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a25f9e04e0aca420afb0353a3101e7a2a315c1b8f421a033b22efb10dc2d7e67",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-11-06T14:21:22Z",
    "title_canon_sha256": "f0de672cb3137cdf3c9ede246b2438cca652f650142277c170005406a121adc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.04393",
    "kind": "arxiv",
    "version": 2
  }
}