Pith Number

pith:EBDWUIG4

pith:2024:EBDWUIG4R5IHRLAHWR2ZNKMJSW

not attested not anchored not stored refs pending

Parallelizing Linear Transformers with the Delta Rule over Sequence Length

Bailin Wang, Songlin Yang, Yikang Shen, Yoon Kim, Yu Zhang

arxiv:2406.06484 v6 · 2024-06-10 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EBDWUIG4R5IHRLAHWR2ZNKMJSW}

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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

18 papers in Pith

What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents

Sparse Delta Memory: Scaling the State of Linear RNNs through Sparsity

UltraQuant: 4-bit KV Caching for Context-Heavy Agents

Q-Delta: Beyond Key-Value Associative State Evolution

Reversible Foundations: Training a 120B Sparse MoE through State-Preserving Scaling

Receipt and verification

First computed	2026-07-05T10:01:13.711378Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20476a20dc8f5078ac07b47596a98995a3a77ece0bfadc31830e59c6bc813ef4

Aliases

arxiv: 2406.06484 · arxiv_version: 2406.06484v6 · doi: 10.48550/arxiv.2406.06484 · pith_short_12: EBDWUIG4R5IH · pith_short_16: EBDWUIG4R5IHRLAH · pith_short_8: EBDWUIG4

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/EBDWUIG4R5IHRLAHWR2ZNKMJSW \
  | 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: 20476a20dc8f5078ac07b47596a98995a3a77ece0bfadc31830e59c6bc813ef4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40a48dc4a6f48e5a06eefda6c1d5479421f6c8cac0ba6fe17df5999ca168bcdc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-10T17:24:42Z",
    "title_canon_sha256": "d63aa8bed0b7b60494572722cf195fdd23debb45cf26cf0fbc7f609c9d880d11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06484",
    "kind": "arxiv",
    "version": 6
  }
}