Pith Number

pith:ASKJWCLW

pith:2026:ASKJWCLWFHQHKLZZ6CEAYIOKOZ

not attested not anchored not stored refs pending

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

Haolong Zheng, Mark Hasegawa-Johnson, Siyin Wang, Xulin Fan, Zengrui Jin

arxiv:2606.02615 v1 · 2026-05-26 · eess.AS · cs.AI · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ASKJWCLWFHQHKLZZ6CEAYIOKOZ}

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	2026-06-03T00:05:04.732942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04949b097629e0752f39f0880c21ca764dcc8c29025b31ef926be41af7e44980

Aliases

arxiv: 2606.02615 · arxiv_version: 2606.02615v1 · doi: 10.48550/arxiv.2606.02615 · pith_short_12: ASKJWCLWFHQH · pith_short_16: ASKJWCLWFHQHKLZZ · pith_short_8: ASKJWCLW

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/ASKJWCLWFHQHKLZZ6CEAYIOKOZ \
  | 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: 04949b097629e0752f39f0880c21ca764dcc8c29025b31ef926be41af7e44980

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d4c8ca905e8551329435949dc058e6e55df6ce97c223dc2dd761df67081c50fc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2026-05-26T15:36:07Z",
    "title_canon_sha256": "72ddd7b051835f6ae8948310e6257f0a32e04ca2670d3d4c3dc831e08c6dc5aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.02615",
    "kind": "arxiv",
    "version": 1
  }
}