Pith Number

pith:2KGSSM2P

pith:2022:2KGSSM2PENC6ZPLVAMY7AYFKFP

not attested not anchored not stored refs pending

Path Independent Equilibrium Models Can Better Exploit Test-Time Computation

Ashwini Pokle, Cem Anil, Johannes Treutlein, Kaiqu Liang, Roger Grosse, Shaojie Bai, Yuhuai Wu, Zico Kolter

arxiv:2211.09961 v1 · 2022-11-18 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{2KGSSM2PENC6ZPLVAMY7AYFKFP}

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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

Parcae: Scaling Laws For Stable Looped Language Models

ELT: Elastic Looped Transformers for Visual Generation

Stability and Generalization in Looped Transformers

Receipt and verification

First computed	2026-07-05T05:17:16.250805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d28d29334f2345ecbd750331f060aa2bf0d1eaccb8ec8a8b1e9a405ba3f05b1f

Aliases

arxiv: 2211.09961 · arxiv_version: 2211.09961v1 · doi: 10.48550/arxiv.2211.09961 · pith_short_12: 2KGSSM2PENC6 · pith_short_16: 2KGSSM2PENC6ZPLV · pith_short_8: 2KGSSM2P

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/2KGSSM2PENC6ZPLVAMY7AYFKFP \
  | 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: d28d29334f2345ecbd750331f060aa2bf0d1eaccb8ec8a8b1e9a405ba3f05b1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b90c6fdd1e5853575f71f51aa13f7da12fae2ccd8658bc74b4458e5b68b73525",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-18T00:42:53Z",
    "title_canon_sha256": "2afd9cb85b76ea08daa5c3d83f3b91cf0c787b4e33258b6696f7af4278393a51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.09961",
    "kind": "arxiv",
    "version": 1
  }
}