Pith Number

pith:6PNG34KT

pith:2023:6PNG34KT35BXY7CRUYI7SOSVV3

not attested not anchored not stored refs pending

Cost-Effective Retraining of Machine Learning Models

Ananth Mahadevan, Michael Mathioudakis

arxiv:2310.04216 v1 · 2023-10-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6PNG34KT35BXY7CRUYI7SOSVV3}

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

TIMEGATE: Sustainable Time-Boxed Promotion Gates for Continual ML Adaptation Under Resource Constraints

Intelligent Elastic Feature Fading: Enabling Model Retrain-Free Feature Efficiency Rollouts at Scale

Receipt and verification

First computed	2026-07-05T06:57:59.973872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3da6df153df437c7c51a611f93a55aee0e81ca8ceba3bda6461abf103902614

Aliases

arxiv: 2310.04216 · arxiv_version: 2310.04216v1 · doi: 10.48550/arxiv.2310.04216 · pith_short_12: 6PNG34KT35BX · pith_short_16: 6PNG34KT35BXY7CR · pith_short_8: 6PNG34KT

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/6PNG34KT35BXY7CRUYI7SOSVV3 \
  | 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: f3da6df153df437c7c51a611f93a55aee0e81ca8ceba3bda6461abf103902614

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f53b5972ac3076be374d146b7b8a50018fcc74a59040a56d2e05e58259ddaa3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T13:02:29Z",
    "title_canon_sha256": "9a7078cbb3321950b8bc9c7e29057683ad6c66085dc2163b69083d5888fcc3d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04216",
    "kind": "arxiv",
    "version": 1
  }
}