Pith Number

pith:HJQHVMEI

pith:2023:HJQHVMEINDCZBKRID2KZG24W5B

not attested not anchored not stored refs pending

Enhancing Deep Neural Network Training Efficiency and Performance through Linear Prediction

Hejie Ying, Mengmeng Song, Shungen Xiao, Yaohong Tang, Zimin Xiao

arxiv:2310.10958 v2 · 2023-10-17 · 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{HJQHVMEINDCZBKRID2KZG24W5B}

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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

Class Incremental Continual Learning with Self-Organizing Maps and Variational Autoencoders Using Synthetic Replay

Receipt and verification

First computed	2026-07-05T08:39:18.037474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a607ab08868c590aa281e95936b96e8511af01c6edc1bd08d0349931711732a

Aliases

arxiv: 2310.10958 · arxiv_version: 2310.10958v2 · doi: 10.48550/arxiv.2310.10958 · pith_short_12: HJQHVMEINDCZ · pith_short_16: HJQHVMEINDCZBKRI · pith_short_8: HJQHVMEI

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/HJQHVMEINDCZBKRID2KZG24W5B \
  | 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: 3a607ab08868c590aa281e95936b96e8511af01c6edc1bd08d0349931711732a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "459ac7cd82d048f7ce782417bf28e6b801dfa84553ac8e0cc94fedc3e2257808",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-17T03:11:30Z",
    "title_canon_sha256": "c1ca8f26c4da09036a9346264789ffe1bddb49d48defeaeca4fc36ff097d9d83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10958",
    "kind": "arxiv",
    "version": 2
  }
}