Pith Number

pith:UDMHRLJM

pith:2025:UDMHRLJMMQ7G23KAV3RLTMAM3H

not attested not anchored not stored refs pending

Unified CNNs and transformers underlying learning mechanism reveals multi-head attention modus vivendi

Ella Koresh, Ido Kanter, Ronit D. Gross, Tal Halevi, Yarden Tzach, Yuval Meir

arxiv:2501.12900 v3 · 2025-01-22 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{UDMHRLJMMQ7G23KAV3RLTMAM3H}

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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

1 paper in Pith

Learning Mechanism Underlying NLP Pre-Training and Fine-Tuning

Receipt and verification

First computed	2026-07-05T10:46:40.739616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0d878ad2c643e6d6d40aee2b9b00cd9d5e0c15c7e109111098b5cea46f7d08b

Aliases

arxiv: 2501.12900 · arxiv_version: 2501.12900v3 · doi: 10.48550/arxiv.2501.12900 · pith_short_12: UDMHRLJMMQ7G · pith_short_16: UDMHRLJMMQ7G23KA · pith_short_8: UDMHRLJM

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/UDMHRLJMMQ7G23KAV3RLTMAM3H \
  | 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: a0d878ad2c643e6d6d40aee2b9b00cd9d5e0c15c7e109111098b5cea46f7d08b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "883b484c664a5478cc3f6c9e3dfe1d5997d5d3743603a2ece9add5444915aa7b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T14:19:48Z",
    "title_canon_sha256": "22b41c12f190061e5a7f339c5d5552626c408c0c4758dac6274e92f427b3f2a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12900",
    "kind": "arxiv",
    "version": 3
  }
}