Pith Number

pith:IUVOSR5K

pith:2021:IUVOSR5KWDL7YSZGVMJXIHGP2I

not attested not anchored not stored refs pending

Constrained Feedforward Neural Network Training via Reachability Analysis

Adam Dai, Derek Knowles, Grace X. Gao, Long Kiu Chung, Shreyas Kousik

arxiv:2107.07696 v1 · 2021-07-16 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IUVOSR5KWDL7YSZGVMJXIHGP2I}

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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

ShardNet: Training Neural Controllers with Hard, Non-Convex Constraints

Receipt and verification

First computed	2026-07-05T02:58:28.449777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

452ae947aab0d7fc4b26ab13741ccfd23e81b6261e00177aff64619ef918fc6f

Aliases

arxiv: 2107.07696 · arxiv_version: 2107.07696v1 · doi: 10.48550/arxiv.2107.07696 · pith_short_12: IUVOSR5KWDL7 · pith_short_16: IUVOSR5KWDL7YSZG · pith_short_8: IUVOSR5K

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/IUVOSR5KWDL7YSZGVMJXIHGP2I \
  | 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: 452ae947aab0d7fc4b26ab13741ccfd23e81b6261e00177aff64619ef918fc6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26b58c172c894e4e2f750f7a662d071d374c2f3aabc562912c18676b484c065b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-16T04:03:01Z",
    "title_canon_sha256": "190dc3b4173d62816c80100fbf93ab4fb5c1dda22389d3d90b096c8f7d3b778b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.07696",
    "kind": "arxiv",
    "version": 1
  }
}