Pith Number

pith:ZSTYTW2H

pith:2025:ZSTYTW2HPHAN2CDLDLX5V7LJLQ

not attested not anchored not stored refs pending

FIRM: Federated In-client Regularized Multi-objective Alignment for Large Language Models

Amirhossein Roknilamouki, Eylem Ekici, Fatemeh Nourzad, Jia Liu, Ness Shroff

arxiv:2511.16992 v3 · 2025-11-21 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZSTYTW2HPHAN2CDLDLX5V7LJLQ}

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	2026-06-02T01:03:38.680089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cca789db4779c0dd086b1aefdafd695c1f5c0f3cd204853e592575abfeeeacb6

Aliases

arxiv: 2511.16992 · arxiv_version: 2511.16992v3 · doi: 10.48550/arxiv.2511.16992 · pith_short_12: ZSTYTW2HPHAN · pith_short_16: ZSTYTW2HPHAN2CDL · pith_short_8: ZSTYTW2H

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/ZSTYTW2HPHAN2CDLDLX5V7LJLQ \
  | 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: cca789db4779c0dd086b1aefdafd695c1f5c0f3cd204853e592575abfeeeacb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bf831181f8351be7a2abc0d9312eaf6e6cf227b5b1c90a5da382bdbec2e670a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-21T06:59:28Z",
    "title_canon_sha256": "17f29fb1764bf9e49a217d367a132f1e97cc4f8c60a4195430fc4c73f86a9a92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.16992",
    "kind": "arxiv",
    "version": 3
  }
}