Pith Number

pith:KJOBHUDK

pith:2024:KJOBHUDKJJ5I4MIMHFOZ46OQQH

not attested not anchored not stored refs pending

On the Inductive Bias of Stacking Towards Improving Reasoning

Nikunj Saunshi, Sanjiv Kumar, Sashank J. Reddi, Shankar Krishnan, Sobhan Miryoosefi, Stefani Karp

arxiv:2409.19044 v1 · 2024-09-27 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KJOBHUDKJJ5I4MIMHFOZ46OQQH}

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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

LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws

SeLaR: Selective Latent Reasoning in Large Language Models

Stability and Generalization in Looped Transformers

Receipt and verification

First computed	2026-07-05T09:13:09.914684Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

525c13d06a4a7a8e310c395d9e79d081c6db26417d96ba386e012fb95cc8fd7e

Aliases

arxiv: 2409.19044 · arxiv_version: 2409.19044v1 · doi: 10.48550/arxiv.2409.19044 · pith_short_12: KJOBHUDKJJ5I · pith_short_16: KJOBHUDKJJ5I4MIM · pith_short_8: KJOBHUDK

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/KJOBHUDKJJ5I4MIMHFOZ46OQQH \
  | 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: 525c13d06a4a7a8e310c395d9e79d081c6db26417d96ba386e012fb95cc8fd7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1a7de104676ad89440d3e6cdc5767776fde07a017abf4e24512867d5a5e40de",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-27T17:58:21Z",
    "title_canon_sha256": "257a9595834ac3c804fb3ae55a7aeb761ea8ece204028dd6e69dbe0bc0b5aa2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19044",
    "kind": "arxiv",
    "version": 1
  }
}