Pith Number

pith:H2BIX2BR

pith:2024:H2BIX2BRE6LRCKVEBXM4MHIAKK

not attested not anchored not stored refs pending

Transformers Can Achieve Length Generalization But Not Robustly

Denny Zhou, Rishabh Agarwal, Uri Alon, Xinyun Chen, Xuezhi Wang, Yongchao Zhou

arxiv:2402.09371 v1 · 2024-02-14 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H2BIX2BRE6LRCKVEBXM4MHIAKK}

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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

Stabilizing Extrapolation in Looped Transformers via Learned Stochastic Stopping

Hybrid Architectures for Language Models: Systematic Analysis and Design Insights

Training Transformers as a Universal Computer

Receipt and verification

First computed	2026-07-05T07:45:12.807951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e828be8312797112aa40dd9c61d0052865edf7387b8dba9a8102dffe1d5d46a

Aliases

arxiv: 2402.09371 · arxiv_version: 2402.09371v1 · doi: 10.48550/arxiv.2402.09371 · pith_short_12: H2BIX2BRE6LR · pith_short_16: H2BIX2BRE6LRCKVE · pith_short_8: H2BIX2BR

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/H2BIX2BRE6LRCKVEBXM4MHIAKK \
  | 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: 3e828be8312797112aa40dd9c61d0052865edf7387b8dba9a8102dffe1d5d46a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3186f0410d978e7ec965f9b42f8f98d14f91cd71e7f265049774749ae15075df",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T18:18:29Z",
    "title_canon_sha256": "14707f4f95c970b032f6dd98c8ff908f531199bc94bdbcdc64b4deb913a36005"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09371",
    "kind": "arxiv",
    "version": 1
  }
}