Pith Number

pith:XY7XLNOB

pith:2023:XY7XLNOBVJHXLBSPP5JZBQBJUS

not attested not anchored not stored refs pending

Improving Convergence and Generalization Using Parameter Symmetries

Bo Zhao, Robert M. Gower, Robin Walters, Rose Yu

arxiv:2305.13404 v3 · 2023-05-22 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XY7XLNOBVJHXLBSPP5JZBQBJUS}

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

1 paper in Pith

You Had One Job: Per-Task Quantization Using LLMs' Hidden Representations

Receipt and verification

First computed	2026-07-05T08:07:27.584732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be3f75b5c1aa4f75864f7f5390c029a4a213ff079a2c797db2e99280e5322552

Aliases

arxiv: 2305.13404 · arxiv_version: 2305.13404v3 · doi: 10.48550/arxiv.2305.13404 · pith_short_12: XY7XLNOBVJHX · pith_short_16: XY7XLNOBVJHXLBSP · pith_short_8: XY7XLNOB

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/XY7XLNOBVJHXLBSPP5JZBQBJUS \
  | 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: be3f75b5c1aa4f75864f7f5390c029a4a213ff079a2c797db2e99280e5322552

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "836fe6cca0df42351c46c0ae17a462e67561522ec91b40cf0964e85f2c01b0ee",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-22T18:35:42Z",
    "title_canon_sha256": "7109cad5e5e8e3ed940f39003081f38c2d13f9248a5aaf8d104d0a1d8cab4943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13404",
    "kind": "arxiv",
    "version": 3
  }
}