Pith Number

pith:34UDLN3Q

pith:2019:34UDLN3QAFUQLPKZXSRPPS3MHD

not attested not anchored not stored refs pending

Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View

Bin Dong, Di He, Liwei Wang, Tao Qin, Tie-Yan Liu, Yiping Lu, Zhiqing Sun, Zhuohan Li

arxiv:1906.02762 v1 · 2019-06-06 · cs.LG · cs.CL · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{34UDLN3QAFUQLPKZXSRPPS3MHD}

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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

3 papers in Pith

Dynamics of the Transformer Residual Stream: Coupling Spectral Geometry to Network Topology

MTA: Multi-Granular Trajectory Alignment for Large Language Model Distillation

SRA: Span Representation Alignment for Large Language Model Distillation

Receipt and verification

First computed	2026-05-17T23:43:59.856345Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df2835b770016905bd59bca2f7cb6c38fb812e8d845b85d92b97a3d344f3b077

Aliases

arxiv: 1906.02762 · arxiv_version: 1906.02762v1 · doi: 10.48550/arxiv.1906.02762 · pith_short_12: 34UDLN3QAFUQ · pith_short_16: 34UDLN3QAFUQLPKZ · pith_short_8: 34UDLN3Q

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/34UDLN3QAFUQLPKZXSRPPS3MHD \
  | 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: df2835b770016905bd59bca2f7cb6c38fb812e8d845b85d92b97a3d344f3b077

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ade44b469ae0ae3d33aadbe114b80a6f132616e1605e1fbd17744bf4e64ec36",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-06T18:10:08Z",
    "title_canon_sha256": "178b6de7b9593d3e0b8092fe59072f78591226ef15b6752ccbb5e04e74755364"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02762",
    "kind": "arxiv",
    "version": 1
  }
}