Pith Number

pith:GIGJALGB

pith:2023:GIGJALGBGRNFAAXAM7L4DOJFR2

not attested not anchored not stored refs pending

Length Extrapolation of Transformers: A Survey from the Perspective of Positional Encoding

Bing Qin, Dongliang Xu, Hongtao Liu, Liang Zhao, Qing Yang, Ting Liu, Weihong Zhong, Xiachong Feng, Xiaocheng Feng

arxiv:2312.17044 v5 · 2023-12-28 · cs.CL

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\usepackage{pith}
\pithnumber{GIGJALGBGRNFAAXAM7L4DOJFR2}

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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

6 papers in Pith

Positional Encoding in Transformer-Based Time Series Models: A Survey

LOOPE: Learnable Optimal Patch Order in Positional Embeddings for Vision Transformers

A Measure-Theoretic Analysis of Reasoning: Structural Generalization and Approximation Limits

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

On the Spatiotemporal Dynamics of Generalization in Neural Networks

Receipt and verification

First computed	2026-07-05T09:16:11.197079Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

320c902cc1345a5002e067d7c1b9258ea841ab0605e6c5c787178d6e9d1da64d

Aliases

arxiv: 2312.17044 · arxiv_version: 2312.17044v5 · doi: 10.48550/arxiv.2312.17044 · pith_short_12: GIGJALGBGRNF · pith_short_16: GIGJALGBGRNFAAXA · pith_short_8: GIGJALGB

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/GIGJALGBGRNFAAXAM7L4DOJFR2 \
  | 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: 320c902cc1345a5002e067d7c1b9258ea841ab0605e6c5c787178d6e9d1da64d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1d5ca054b8d7fb336bec718de72be13334cd6cdfe2fba3d51f405e63185e4a0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-28T14:42:24Z",
    "title_canon_sha256": "038a0ff3e6060041d70e3735d1845a8d0e8b4664c517a2f9fe6b33517d734a81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17044",
    "kind": "arxiv",
    "version": 5
  }
}