Pith. sign in
Pith Number

pith:AON34PKG

pith:2026:AON34PKGWAHTPVGCJGLKPEBR7T
not attested not anchored not stored refs pending

SLMs as Multi-Agent Routers: A Progressive SFT and Reinforcement Learning Approach

Alexander Ng, Amir Kayhani, Gayathri V Kondapalli, Harvey Yorke, Hirsh Pithadia, Rahul Monish

arxiv:2608.00030 v1 · 2026-07-15 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{AON34PKGWAHTPVGCJGLKPEBR7T}

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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 2026-08-04T00:31:48.493446Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

039bbe3d46b00f37d4c24996a79031fcf73614608fa6353ccb3ac59f81b449dc

Aliases

arxiv: 2608.00030 · arxiv_version: 2608.00030v1 · doi: 10.48550/arxiv.2608.00030 · pith_short_12: AON34PKGWAHT · pith_short_16: AON34PKGWAHTPVGC · pith_short_8: AON34PKG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AON34PKGWAHTPVGCJGLKPEBR7T \
  | 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: 039bbe3d46b00f37d4c24996a79031fcf73614608fa6353ccb3ac59f81b449dc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "952367391fd7e4671a0f2edd8b1f6f9ce45e8377ec48e0250c4fd9213e1eaaa2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-15T11:11:39Z",
    "title_canon_sha256": "e1688148281f7511ff36883196b3324ddd2fbdf35524c58b12cf36588cbebffa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00030",
    "kind": "arxiv",
    "version": 1
  }
}