Pith Number

pith:JK37LOJK

pith:2024:JK37LOJKXCOFUX6HXQYACHN4HE

not attested not anchored not stored refs pending

On the Role of Depth and Looping for In-Context Learning with Task Diversity

Khashayar Gatmiry, Nikunj Saunshi, Sanjiv Kumar, Sashank J. Reddi, Stefanie Jegelka

arxiv:2410.21698 v1 · 2024-10-29 · cs.LG · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JK37LOJKXCOFUX6HXQYACHN4HE}

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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

2 papers in Pith

Simply Stabilizing the Loop via Fully Looped Transformer

Scaling Latent Reasoning via Looped Language Models

Receipt and verification

First computed	2026-07-05T09:27:31.917558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4ab7f5b92ab89c5a5fc7bc30011dbc3902668c57cc139eec1909de36063d9988

Aliases

arxiv: 2410.21698 · arxiv_version: 2410.21698v1 · doi: 10.48550/arxiv.2410.21698 · pith_short_12: JK37LOJKXCOF · pith_short_16: JK37LOJKXCOFUX6H · pith_short_8: JK37LOJK

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/JK37LOJKXCOFUX6HXQYACHN4HE \
  | 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: 4ab7f5b92ab89c5a5fc7bc30011dbc3902668c57cc139eec1909de36063d9988

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8395c8fc76d53666c3fcb41d745982b45a6c84c3b9004859dca50c05d2a87f97",
    "cross_cats_sorted": [
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-29T03:27:56Z",
    "title_canon_sha256": "88e431ad16e2a11bc53cafa7621c59a3f82c9fc7b434643a913727d94f0b4d92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21698",
    "kind": "arxiv",
    "version": 1
  }
}