Pith Number

pith:QQMPZVH5

pith:2017:QQMPZVH5ZRAQROHT42K7HO6RSN

not attested not anchored not stored refs pending

Critical Learning Periods in Deep Neural Networks

Alessandro Achille, Matteo Rovere, Stefano Soatto

arxiv:1711.08856 v3 · 2017-11-24 · cs.LG · q-bio.NC · stat.ML

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\usepackage{pith}
\pithnumber{QQMPZVH5ZRAQROHT42K7HO6RSN}

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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

4 papers in Pith

Fast gradient-free activation maximization for neurons in spiking neural networks

Features have life history. And we should care

DBLP: Phase-Aware Bounded-Loss Transport for Burst-Resilient Distributed ML Training

Fine-Tuning Regimes Define Distinct Continual Learning Problems

Receipt and verification

First computed	2026-05-17T23:52:55.928310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8418fcd4fdcc4108b8f3e695f3bbd193608882aacffba055e6030bde0f20ea0f

Aliases

arxiv: 1711.08856 · arxiv_version: 1711.08856v3 · doi: 10.48550/arxiv.1711.08856 · pith_short_12: QQMPZVH5ZRAQ · pith_short_16: QQMPZVH5ZRAQROHT · pith_short_8: QQMPZVH5

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/QQMPZVH5ZRAQROHT42K7HO6RSN \
  | 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: 8418fcd4fdcc4108b8f3e695f3bbd193608882aacffba055e6030bde0f20ea0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14b9990f3b059041c7c9760b0630843f0a85bca5299b8b0cf87dcc9c00818dd0",
    "cross_cats_sorted": [
      "q-bio.NC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-11-24T01:58:54Z",
    "title_canon_sha256": "f7af78bf1efd93125d394d7f5e114d81ed3dc99d4a499f38464edb97089d5f8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.08856",
    "kind": "arxiv",
    "version": 3
  }
}