Pith Number

pith:WJK4YZB3

pith:2022:WJK4YZB3SGW6JOXCZOOTQBL7PF

not attested not anchored not stored refs pending

Restricted Strong Convexity of Deep Learning Models with Smooth Activations

Arindam Banerjee, Libin Zhu, Mikhail Belkin, Pedro Cisneros-Velarde

arxiv:2209.15106 v1 · 2022-09-29 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WJK4YZB3SGW6JOXCZOOTQBL7PF}

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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

Structure Before Collapse: Transient semantic geometry in next-token prediction

Receipt and verification

First computed	2026-07-05T05:02:15.908939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b255cc643b91ade4bae2cb9d38057f795f478b7004934a2d8cf33a89c1e63818

Aliases

arxiv: 2209.15106 · arxiv_version: 2209.15106v1 · doi: 10.48550/arxiv.2209.15106 · pith_short_12: WJK4YZB3SGW6 · pith_short_16: WJK4YZB3SGW6JOXC · pith_short_8: WJK4YZB3

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/WJK4YZB3SGW6JOXCZOOTQBL7PF \
  | 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: b255cc643b91ade4bae2cb9d38057f795f478b7004934a2d8cf33a89c1e63818

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca060670ac39e847d9ded0777badb81d073d50dc45601b442893e167ef215df2",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-29T21:24:26Z",
    "title_canon_sha256": "c919e8c5b5caeef5c8d9de498e5cebd4d726fbdff54f557a5c65e14de240dbc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15106",
    "kind": "arxiv",
    "version": 1
  }
}