Pith. sign in
Pith Number

pith:X66MKLF2

pith:2021:X66MKLF2LUIZ3NIEUBWCKSIG5N
not attested not anchored not stored refs pending

Vanishing Curvature and the Power of Adaptive Methods in Randomly Initialized Deep Networks

Antonio Orvieto, Aurelien Lucchi, Dario Pavllo, Jonas Kohler, Thomas Hofmann

arxiv:2106.03763 v1 · 2021-06-07 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{X66MKLF2LUIZ3NIEUBWCKSIG5N}

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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.
Receipt and verification
First computed 2026-07-05T02:46:52.993658Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bfbcc52cba5d119db504a06c254906eb57f479ce2d6c29479c190176e2065b06

Aliases

arxiv: 2106.03763 · arxiv_version: 2106.03763v1 · doi: 10.48550/arxiv.2106.03763 · pith_short_12: X66MKLF2LUIZ · pith_short_16: X66MKLF2LUIZ3NIE · pith_short_8: X66MKLF2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/X66MKLF2LUIZ3NIEUBWCKSIG5N \
  | 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: bfbcc52cba5d119db504a06c254906eb57f479ce2d6c29479c190176e2065b06
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "43307a9e050364a1c52f15d625f322680b434f68dee8c33083f3e929ab699ffa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-07T16:29:59Z",
    "title_canon_sha256": "fae18a28b8d319fb4ac1c837a96b46202af2061b5eb828adc5a9c6bb69fdf2d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.03763",
    "kind": "arxiv",
    "version": 1
  }
}