Pith Number

pith:DQIOLBSZ

pith:2025:DQIOLBSZ3DIFRCVG2R2AZ42ZKA

not attested not anchored not stored refs pending

From Layers to States: A State Space Model Perspective to Deep Neural Network Layer Dynamics

Guodong Li, Lequan Yu, Qinshuo Liu, Wei Huang, Weiqin Zhao, Yanwen Fang

arxiv:2502.10463 v1 · 2025-02-12 · cs.LG · cs.AI · cs.NI

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\usepackage{pith}
\pithnumber{DQIOLBSZ3DIFRCVG2R2AZ42ZKA}

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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

1 paper in Pith

Enhancing Layer Interaction Using Key-Correlated Layer Attention

Receipt and verification

First computed	2026-07-05T10:14:53.096945Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c10e58659d8d0588aa6d4740cf3595030293e6ceb98ff22659925118ca978be

Aliases

arxiv: 2502.10463 · arxiv_version: 2502.10463v1 · doi: 10.48550/arxiv.2502.10463 · pith_short_12: DQIOLBSZ3DIF · pith_short_16: DQIOLBSZ3DIFRCVG · pith_short_8: DQIOLBSZ

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/DQIOLBSZ3DIFRCVG2R2AZ42ZKA \
  | 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: 1c10e58659d8d0588aa6d4740cf3595030293e6ceb98ff22659925118ca978be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81540e7ff62f42669dca5992b2bd559c1e9cfa3f4a68a237edfb568ac285b841",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T08:12:33Z",
    "title_canon_sha256": "5c2911062e00b2c93baadbf4f8218feca3def4a99fd410fd912a9e8a166e4fd0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10463",
    "kind": "arxiv",
    "version": 1
  }
}