Pith Number

pith:LZYAJBCP

pith:2024:LZYAJBCPFS7HVRPUU43IURIQJN

not attested not anchored not stored refs pending

Measure-to-measure interpolation using Transformers

Borjan Geshkovski, Dom\`enec Ruiz-Balet, Philippe Rigollet

arxiv:2411.04551 v3 · 2024-11-07 · math.OC · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZYAJBCPFS7HVRPUU43IURIQJN}

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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

11 papers in Pith

Measure-to-measure Regression with Transformers

Reachability and asymptotics of Gaussian Transformer dynamics

Exact Sequence Interpolation with Transformers

Transformer-like Inference from Optimal Control

Multi-Headed Transformer Architectures as Time-dependent Wasserstein Gradient Flows

Receipt and verification

First computed	2026-07-28T01:23:23.928581Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e7004844f2cbe7ac5f4a7368a45104b79d7cee5e667c1ff1b90a63ec4da02fb

Aliases

arxiv: 2411.04551 · arxiv_version: 2411.04551v3 · doi: 10.48550/arxiv.2411.04551 · pith_short_12: LZYAJBCPFS7H · pith_short_16: LZYAJBCPFS7HVRPU · pith_short_8: LZYAJBCP

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/LZYAJBCPFS7HVRPUU43IURIQJN \
  | 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: 5e7004844f2cbe7ac5f4a7368a45104b79d7cee5e667c1ff1b90a63ec4da02fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e7e7ff079ae8f674ae058c525e8a7d84355f7d6d9546856c9208f80e4da2f83d",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-11-07T09:18:39Z",
    "title_canon_sha256": "6d2df0b199c78d57e8ca7829b46d2b8e2432e374fbfa739fb354d9b2bcbc316d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04551",
    "kind": "arxiv",
    "version": 3
  }
}