Pith Number

pith:BDYGA4Z3

pith:2023:BDYGA4Z3BY4Z2GV4J74MHMWQRA

not attested not anchored not stored refs pending

Continual Learning with Dynamic Sparse Training: Exploring Algorithms for Effective Model Updates

Decebal Constantin Mocanu, Elif Ceren Gok Yildirim, Ghada Sokar, Joaquin Vanschoren, Murat Onur Yildirim

arxiv:2308.14831 v2 · 2023-08-28 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BDYGA4Z3BY4Z2GV4J74MHMWQRA}

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

NeuroTrails: Training with Dynamic Sparse Heads as the Key to Effective Ensembling

Receipt and verification

First computed	2026-07-05T07:19:48.387772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08f060733b0e399d1abc4ff8c3b2d08821add18f691af6de16be3523a65bb93b

Aliases

arxiv: 2308.14831 · arxiv_version: 2308.14831v2 · doi: 10.48550/arxiv.2308.14831 · pith_short_12: BDYGA4Z3BY4Z · pith_short_16: BDYGA4Z3BY4Z2GV4 · pith_short_8: BDYGA4Z3

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/BDYGA4Z3BY4Z2GV4J74MHMWQRA \
  | 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: 08f060733b0e399d1abc4ff8c3b2d08821add18f691af6de16be3523a65bb93b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c96a90c8efb9c113cc0d756ca4af3bf2749fe83b83894da1aefa3ad37f7da3b",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-28T18:31:09Z",
    "title_canon_sha256": "6b34a886e9b534863f8014344de900ea8fb617a61d8deeef1a98ba15588ce48c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.14831",
    "kind": "arxiv",
    "version": 2
  }
}