Pith Number

pith:V7SFAZSL

pith:2024:V7SFAZSLQNCJNQHT3SCBO7GOPA

not attested not anchored not stored refs pending

If You Can't Use Them, Recycle Them: Optimizing Merging at Scale Mitigates Performance Tradeoffs

Ahmet \"Ust\"un, Arash Ahmadian, Honglak Lee, Lu Wang, Matthias Gall\'e, Muhammad Khalifa, Tom Hosking, Tom Sherborne, Yi-Chern Tan

arxiv:2412.04144 v3 · 2024-12-05 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V7SFAZSLQNCJNQHT3SCBO7GOPA}

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.

Receipt and verification

First computed	2026-07-05T10:09:13.091568Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afe450664b834496c0f3dc84177cce783c8b3f5be24adeed7cf83412f4abed51

Aliases

arxiv: 2412.04144 · arxiv_version: 2412.04144v3 · doi: 10.48550/arxiv.2412.04144 · pith_short_12: V7SFAZSLQNCJ · pith_short_16: V7SFAZSLQNCJNQHT · pith_short_8: V7SFAZSL

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/V7SFAZSLQNCJNQHT3SCBO7GOPA \
  | 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: afe450664b834496c0f3dc84177cce783c8b3f5be24adeed7cf83412f4abed51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98b0b239b40b3d3205f39c3132901e2c33fcc88031bd240d6e529060dd72418b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-05T13:12:51Z",
    "title_canon_sha256": "f0f333e3d3b5fc053c915d1ce874c30218a3689af6096cbb5183b885019b0424"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04144",
    "kind": "arxiv",
    "version": 3
  }
}