Pith Number

pith:X4JTPG2J

pith:2026:X4JTPG2JSM26DD6TAMOBZENDHQ

not attested not anchored not stored refs pending

Mixture-of-Control: State-Aware Fine-Tuning for Transformer-based Models

Duc Anh Nguyen, Tien Ngoc Luu, Toan Tran, Tung Pham

arxiv:2606.31397 v1 · 2026-06-30 · cs.LG · 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{X4JTPG2JSM26DD6TAMOBZENDHQ}

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	2026-07-01T01:18:01.854667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf13379b499335e18fd3031c1c91a33c273a513d2dcafca8405fe52a733b5527

Aliases

arxiv: 2606.31397 · arxiv_version: 2606.31397v1 · doi: 10.48550/arxiv.2606.31397 · pith_short_12: X4JTPG2JSM26 · pith_short_16: X4JTPG2JSM26DD6T · pith_short_8: X4JTPG2J

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/X4JTPG2JSM26DD6TAMOBZENDHQ \
  | 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: bf13379b499335e18fd3031c1c91a33c273a513d2dcafca8405fe52a733b5527

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "494a372daa5791e692a65566ee0de70442a334bb369952850ec1ede1f237c1c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T09:25:37Z",
    "title_canon_sha256": "a96387f262c2ef839abd56b8ef0de5b36e05f26548144987e2731683f2279c28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31397",
    "kind": "arxiv",
    "version": 1
  }
}