Pith Number

pith:B2LQU7P7

pith:2026:B2LQU7P7J42P322TFMXEPKKZBI

not attested not anchored not stored refs pending

Ghost in the Kernel: In-Context Learning with Efficient Transformers via Domain Generalization

Ding-Xuan Zhou, Peilin Liu

arxiv:2607.00479 v1 · 2026-07-01 · 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{B2LQU7P7J42P322TFMXEPKKZBI}

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	2026-07-02T01:17:44.575883Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e970a7dff4f34fdeb532b2e47a9590a0c045e3776bf32be33efd8c5275d4b36

Aliases

arxiv: 2607.00479 · arxiv_version: 2607.00479v1 · doi: 10.48550/arxiv.2607.00479 · pith_short_12: B2LQU7P7J42P · pith_short_16: B2LQU7P7J42P322T · pith_short_8: B2LQU7P7

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/B2LQU7P7J42P322TFMXEPKKZBI \
  | 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: 0e970a7dff4f34fdeb532b2e47a9590a0c045e3776bf32be33efd8c5275d4b36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa7cac38b0dd07605de8af55928986c954929a700729b1af9995aef48f33bb6a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-01T06:03:14Z",
    "title_canon_sha256": "d19a78ef032073900fee8dae1179871355c2e918b06732e60ffc484f43559e4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.00479",
    "kind": "arxiv",
    "version": 1
  }
}