Pith Number

pith:T2U3PZRN

pith:2024:T2U3PZRN663Y2MHSCP32MFYS67

not attested not anchored not stored refs pending

Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling

Chen Liang, Liliang Ren, Weizhu Chen, Yadong Lu, Yang Liu, Yelong Shen

arxiv:2406.07522 v3 · 2024-06-11 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{T2U3PZRN663Y2MHSCP32MFYS67}

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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

21 papers in Pith

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Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

Receipt and verification

First computed	2026-07-05T10:21:20.483982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ea9b7e62df7b78d30f213f7a61712f7e4afd01ec1212da472fefca311b0c786

Aliases

arxiv: 2406.07522 · arxiv_version: 2406.07522v3 · doi: 10.48550/arxiv.2406.07522 · pith_short_12: T2U3PZRN663Y · pith_short_16: T2U3PZRN663Y2MHS · pith_short_8: T2U3PZRN

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/T2U3PZRN663Y2MHSCP32MFYS67 \
  | 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: 9ea9b7e62df7b78d30f213f7a61712f7e4afd01ec1212da472fefca311b0c786

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c7299865e3890dbe8e9b01835c3cfdea686287a8fd4183e6f4b0a144d8d3a49",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-11T17:50:51Z",
    "title_canon_sha256": "f2aab5e753390dcf0e92270165e918167defc85ae4e7f8385912a3d08f710de2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07522",
    "kind": "arxiv",
    "version": 3
  }
}