Pith Number

pith:4TTKOMB6

pith:2025:4TTKOMB6EVPVYNIW563PPOSH2D

not attested not anchored not stored refs pending

How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias

Jing Yang, Ruiquan Huang, Yingbin Liang

arxiv:2505.00926 v3 · 2025-05-02 · cs.LG · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{4TTKOMB6EVPVYNIW563PPOSH2D}

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Record completeness

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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.

Cited by

1 paper in Pith

Agentic Transformers Provably Learn to Search via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:11:44.465458Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4e6a7303e255f5c3516efb6f7ba47d0fec556fa1426107154a368619f8d99f6

Aliases

arxiv: 2505.00926 · arxiv_version: 2505.00926v3 · doi: 10.48550/arxiv.2505.00926 · pith_short_12: 4TTKOMB6EVPV · pith_short_16: 4TTKOMB6EVPVYNIW · pith_short_8: 4TTKOMB6

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/4TTKOMB6EVPVYNIW563PPOSH2D \
  | 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: e4e6a7303e255f5c3516efb6f7ba47d0fec556fa1426107154a368619f8d99f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfe964c145d40bd9a98b265332f283f72030112f643b9274478074d0df03246f",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T00:07:35Z",
    "title_canon_sha256": "6d64e73ded2287e293c5e0b4583dec4da8991a1fc783a99ea8ee56427a66d836"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00926",
    "kind": "arxiv",
    "version": 3
  }
}