Pith Number

pith:HB7S5PQS

pith:2024:HB7S5PQS5Q42IRHAKI2T7HQ5NF

not attested not anchored not stored refs pending

Counting Like Transformers: Compiling Temporal Counting Logic Into Softmax Transformers

Andy Yang, David Chiang

arxiv:2404.04393 v2 · 2024-04-05 · cs.LO · cs.CL · cs.FL · 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{HB7S5PQS5Q42IRHAKI2T7HQ5NF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Rubato: Transcribing Piano Music with Timestamps

Synthesis and Verification of Transformer Programs (Technical Report)

Provably Shorter Scratchpads in Hybrid DeltaNet-Attention Decoders

Receipt and verification

First computed	2026-07-05T09:42:24.258144Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

387f2ebe12ec39a444e052353f9e1d6954e35f7a2d43ac0f0bc4d39429920e37

Aliases

arxiv: 2404.04393 · arxiv_version: 2404.04393v2 · doi: 10.48550/arxiv.2404.04393 · pith_short_12: HB7S5PQS5Q42 · pith_short_16: HB7S5PQS5Q42IRHA · pith_short_8: HB7S5PQS

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/HB7S5PQS5Q42IRHAKI2T7HQ5NF \
  | 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: 387f2ebe12ec39a444e052353f9e1d6954e35f7a2d43ac0f0bc4d39429920e37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c21de1c7b7a7697681054679ed635db106aae4bf8b84f33d355dfabf4fbad6ab",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.FL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LO",
    "submitted_at": "2024-04-05T20:36:30Z",
    "title_canon_sha256": "d65fbc7bb8a588ca39b430545040b862d888a187f33d57af95caa7ec784023ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04393",
    "kind": "arxiv",
    "version": 2
  }
}