Pith Number

pith:DU5HVRL5

pith:2025:DU5HVRL57OSEHOIYRSEX762DYR

not attested not anchored not stored refs pending

Transformers Simulate MLE for Sequence Generation in Bayesian Networks

Dennis Wu, Han Liu, Hong-Yu Chen, Jianqing Fan, Yihan He, Yuan Cao

arxiv:2501.02547 v2 · 2025-01-05 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{DU5HVRL57OSEHOIYRSEX762DYR}

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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

Transformers Efficiently Perform In-Context Logistic Regression via Normalized Gradient Descent

Receipt and verification

First computed	2026-07-05T11:33:48.903100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d3a7ac57dfba443b9188c897ffb43c44e3beb82ae368e24476a815ed1825837

Aliases

arxiv: 2501.02547 · arxiv_version: 2501.02547v2 · doi: 10.48550/arxiv.2501.02547 · pith_short_12: DU5HVRL57OSE · pith_short_16: DU5HVRL57OSEHOIY · pith_short_8: DU5HVRL5

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/DU5HVRL57OSEHOIYRSEX762DYR \
  | 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: 1d3a7ac57dfba443b9188c897ffb43c44e3beb82ae368e24476a815ed1825837

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ebe4d9ae302762716ec87a02e952ac5713b203a2c67bf4e80bd147ac0d74a21",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-01-05T13:56:51Z",
    "title_canon_sha256": "bc520455804cd0bd3501a3fdcc59079f0763a0ff5973536a7e37eef6f8a382dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02547",
    "kind": "arxiv",
    "version": 2
  }
}