Pith Number

pith:3YO3C4JU

pith:2024:3YO3C4JUHFWQBCR4MR2H47UCAK

not attested not anchored not stored refs pending

Advancing the Understanding of Fixed Point Iterations in Deep Neural Networks: A Detailed Analytical Study

Xiaoyu Li, Yekun Ke, Yingyu Liang, Zhao Song, Zhenmei Shi

arxiv:2410.11279 v1 · 2024-10-15 · cs.LG · cs.AI · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3YO3C4JUHFWQBCR4MR2H47UCAK}

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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

A Mechanistic Analysis of Looped Reasoning Language Models

Receipt and verification

First computed	2026-07-05T09:20:51.081138Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de1db17134396d008a3c64747e7e82029b895447187fafa9d4ff260a7d994c94

Aliases

arxiv: 2410.11279 · arxiv_version: 2410.11279v1 · doi: 10.48550/arxiv.2410.11279 · pith_short_12: 3YO3C4JUHFWQ · pith_short_16: 3YO3C4JUHFWQBCR4 · pith_short_8: 3YO3C4JU

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/3YO3C4JUHFWQBCR4MR2H47UCAK \
  | 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: de1db17134396d008a3c64747e7e82029b895447187fafa9d4ff260a7d994c94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f834d3ab851236b891626a07e51bae585713200a0ddabc2eb35913dc804908a6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T04:57:02Z",
    "title_canon_sha256": "9b68c48801754de2bb452c4132398af107d6c4a5933c99ce3b1d04d3b7c54582"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11279",
    "kind": "arxiv",
    "version": 1
  }
}