Pith Number

pith:M2OT5MWA

pith:2025:M2OT5MWAUDNN6NLLCEHNG4CN36

not attested not anchored not stored refs pending

Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning

Anh Tong, Cheongwoong Kang, David Hall, Dongeun Lee, Duc Nguyen, Jaesik Choi, Thanh Nguyen-Tang, Toan Tran

arxiv:2503.01329 v2 · 2025-03-03 · 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{M2OT5MWAUDNN6NLLCEHNG4CN36}

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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.

Cited by

2 papers in Pith

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

The Transformer as a Polar State Estimator

Receipt and verification

First computed	2026-07-05T10:49:51.919048Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

669d3eb2c0a0dadf356b110ed3704ddfb85e0c3f3d1f6296844826b6a4db0de9

Aliases

arxiv: 2503.01329 · arxiv_version: 2503.01329v2 · doi: 10.48550/arxiv.2503.01329 · pith_short_12: M2OT5MWAUDNN · pith_short_16: M2OT5MWAUDNN6NLL · pith_short_8: M2OT5MWA

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/M2OT5MWAUDNN6NLLCEHNG4CN36 \
  | 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: 669d3eb2c0a0dadf356b110ed3704ddfb85e0c3f3d1f6296844826b6a4db0de9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "040fa51e2c4dd0a6e6b9cf38c8631c44752f3c1292b962d4b98cba83f27300ba",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-03T09:12:14Z",
    "title_canon_sha256": "e14aa6f6f10dc5211758226fc05a919d141733e67ec57a7eb7cea71763f59cce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01329",
    "kind": "arxiv",
    "version": 2
  }
}