Pith Number

pith:6CSXBVUE

pith:2024:6CSXBVUESL5UFT5GPDIMUEWONW

not attested not anchored not stored refs pending

DLO: Dynamic Layer Operation for Efficient Vertical Scaling of LLMs

Daize Dong, Jie Peng, Tianlong Chen, Xinyu Zhao, Yu Cheng, Zhen Tan

arxiv:2407.11030 v1 · 2024-07-03 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CSXBVUESL5UFT5GPDIMUEWONW}

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.

Cited by

2 papers in Pith

MIDUS: Memory-Infused Depth Up-Scaling

Locate, Steer, and Improve: A Practical Survey of Actionable Mechanistic Interpretability in Large Language Models

Receipt and verification

First computed	2026-07-05T08:44:17.419066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0a570d68492fb42cfa678d0ca12ce6da3ba257139f85ff6f269a1608d408583

Aliases

arxiv: 2407.11030 · arxiv_version: 2407.11030v1 · doi: 10.48550/arxiv.2407.11030 · pith_short_12: 6CSXBVUESL5U · pith_short_16: 6CSXBVUESL5UFT5G · pith_short_8: 6CSXBVUE

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/6CSXBVUESL5UFT5GPDIMUEWONW \
  | 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: f0a570d68492fb42cfa678d0ca12ce6da3ba257139f85ff6f269a1608d408583

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b0d040caf5256a671f5d6b275024001cab0c9cd0dddd2bac011e5ec47462339",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-03T18:34:08Z",
    "title_canon_sha256": "4b7aa5a8093bbe29465b13896341b679bad5e14aeb381ba479f1b9d95f14f52d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11030",
    "kind": "arxiv",
    "version": 1
  }
}