Pith. sign in
Pith Number

pith:WLFRQAGV

pith:2025:WLFRQAGVVP7MP26WRYMJVAQUGR
not attested not anchored not stored refs pending

AQA-TTRL: Self-Adaptation in Audio Question Answering with Test-Time Reinforcement Learning

Dong Yang, Haoyu Zhang, Jiaxian Guo, Yusuke Iwasawa, Yutaka Matsuo

arxiv:2510.05478 v3 · 2025-10-07 · eess.AS

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WLFRQAGVVP7MP26WRYMJVAQUGR}

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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 2026-06-09T02:07:10.700651Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b2cb1800d5abfec7ebd68e189a8214347ae5fa05689a77cb7acbd7e72a9578f5

Aliases

arxiv: 2510.05478 · arxiv_version: 2510.05478v3 · doi: 10.48550/arxiv.2510.05478 · pith_short_12: WLFRQAGVVP7M · pith_short_16: WLFRQAGVVP7MP26W · pith_short_8: WLFRQAGV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WLFRQAGVVP7MP26WRYMJVAQUGR \
  | 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: b2cb1800d5abfec7ebd68e189a8214347ae5fa05689a77cb7acbd7e72a9578f5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5d77e90e87f21ea42f6583f7a7ed895c870f75cf3c215e6ebb9e789a51f740ee",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2025-10-07T00:39:14Z",
    "title_canon_sha256": "e5d5becb5d9d40b81bb2200826dc202d65da14b37e5e2ffea93706ec1ffed4c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.05478",
    "kind": "arxiv",
    "version": 3
  }
}