Pith Number

pith:WRRUAUZK

pith:2026:WRRUAUZKF6GJYX7FBE6G2BSHMY

not attested not anchored not stored refs pending

Unifying Data, Memory, and Compute Efficiency in LLM training: A Survey

Anke Schmeink, C\'edric Jung, Huy Hoang Nguyen, Shirin Salehi, Vanessa Schmidt

arxiv:2606.10706 v1 · 2026-06-09 · cs.LG · 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{WRRUAUZKF6GJYX7FBE6G2BSHMY}

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	2026-06-10T01:10:35.483355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b46340532a2f8c9c5fe5093c6d0647661e16e0c54b00ca5ff3eb41be385160ab

Aliases

arxiv: 2606.10706 · arxiv_version: 2606.10706v1 · doi: 10.48550/arxiv.2606.10706 · pith_short_12: WRRUAUZKF6GJ · pith_short_16: WRRUAUZKF6GJYX7F · pith_short_8: WRRUAUZK

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/WRRUAUZKF6GJYX7FBE6G2BSHMY \
  | 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: b46340532a2f8c9c5fe5093c6d0647661e16e0c54b00ca5ff3eb41be385160ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be23264eb9c3fe7282c9d7c3be8d678721bc9f290f38db9c3bf997abe5e1fc94",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T11:09:58Z",
    "title_canon_sha256": "b040d254ae016e0b8113db86a825e174ea05167fa569948c240016e0bc0a0228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10706",
    "kind": "arxiv",
    "version": 1
  }
}