Pith Number

pith:55A7XGBR

pith:2023:55A7XGBRHNIGFXC2P627J4KW3F

not attested not anchored not stored refs pending

Randomized Positional Encodings Boost Length Generalization of Transformers

Anian Ruoss, Gr\'egoire Del\'etang, Joel Veness, Jordi Grau-Moya, Mehdi Bennani, R\'obert Csord\'as, Shane Legg, Tim Genewein

arxiv:2305.16843 v1 · 2023-05-26 · cs.LG · cs.AI · cs.CL · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{55A7XGBRHNIGFXC2P627J4KW3F}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping

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

Group Representational Position Encoding

To See the Unseen: on the Generalization Ability of Transformers in Symbolic Reasoning

Receipt and verification

First computed	2026-07-05T06:14:18.055363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ef41fb98313b5062dc5a7fb5f4f156d957510de7694a08c870c3c977b004d656

Aliases

arxiv: 2305.16843 · arxiv_version: 2305.16843v1 · doi: 10.48550/arxiv.2305.16843 · pith_short_12: 55A7XGBRHNIG · pith_short_16: 55A7XGBRHNIGFXC2 · pith_short_8: 55A7XGBR

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/55A7XGBRHNIGFXC2P627J4KW3F \
  | 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: ef41fb98313b5062dc5a7fb5f4f156d957510de7694a08c870c3c977b004d656

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "748b886a4e67cff8a5ffaf9127d3b797fba153a784b0fa18b2ccd4de69758ef1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-26T11:47:52Z",
    "title_canon_sha256": "2c3a7c688416cfe6903bd158178c84f35017d0977aaab3384e2c4395b0c2ccdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16843",
    "kind": "arxiv",
    "version": 1
  }
}