Pith Number

pith:GF2T6XK5

pith:2023:GF2T6XK5FKJ2AJB7LXIDNTLCOM

not attested not anchored not stored refs pending

CoTFormer: A Chain-of-Thought Driven Architecture with Budget-Adaptive Computation Cost at Inference

Amirkeivan Mohtashami, Martin Jaggi, Matteo Pagliardini

arxiv:2310.10845 v2 · 2023-10-16 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GF2T6XK5FKJ2AJB7LXIDNTLCOM}

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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

9 papers in Pith

Repeated Shared Access Enables Grokking, but Edit Propagation Depends on an Addressable Memory

Stabilizing Recurrent Dynamics for Test-Time Scalable Latent Reasoning in Looped Language Models

Looped Diffusion Language Models

Contribution Weights: A Geometrical Analysis of Self-Attention Transformers

A Survey of Scaling in Large Language Model Reasoning

Receipt and verification

First computed	2026-07-05T08:55:31.958741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31753f5d5d2a93a0243f5dd036cd62733a92b070b21bc74e16b34ab2c411b964

Aliases

arxiv: 2310.10845 · arxiv_version: 2310.10845v2 · doi: 10.48550/arxiv.2310.10845 · pith_short_12: GF2T6XK5FKJ2 · pith_short_16: GF2T6XK5FKJ2AJB7 · pith_short_8: GF2T6XK5

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/GF2T6XK5FKJ2AJB7LXIDNTLCOM \
  | 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: 31753f5d5d2a93a0243f5dd036cd62733a92b070b21bc74e16b34ab2c411b964

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01d95b8aa5009923724bd9300495dae71b86bd5d6161eb054a45453b37e49353",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-16T21:37:34Z",
    "title_canon_sha256": "b27ef555d1107be0c3c4a4a54a1182dfb9161f565b7c2dd8f34be1b23394c7c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10845",
    "kind": "arxiv",
    "version": 2
  }
}