Pith Number

pith:ADWSTZZI

pith:2024:ADWSTZZIJC2KGHOVC6LR57562W

not attested not anchored not stored refs pending

Improved Generalization of Weight Space Networks via Augmentations

Aviv Navon, Aviv Shamsian, David W. Zhang, Ethan Fetaya, Gal Chechik, Haggai Maron, Yan Zhang

arxiv:2402.04081 v2 · 2024-02-06 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{ADWSTZZIJC2KGHOVC6LR57562W}

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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

Dynamic Neural Graph Encoding of Inference Processes in Deep Weight Space

Receipt and verification

First computed	2026-07-05T09:33:28.725754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00ed29e72848b4a31dd517971effbed5b7359c1624d3984a0d45c045f6db661e

Aliases

arxiv: 2402.04081 · arxiv_version: 2402.04081v2 · doi: 10.48550/arxiv.2402.04081 · pith_short_12: ADWSTZZIJC2K · pith_short_16: ADWSTZZIJC2KGHOV · pith_short_8: ADWSTZZI

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/ADWSTZZIJC2KGHOVC6LR57562W \
  | 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: 00ed29e72848b4a31dd517971effbed5b7359c1624d3984a0d45c045f6db661e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f60abac10d88cb1f3df2bfea8ac56dda095b020552d9f6283818e78f5e3d2242",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T15:34:44Z",
    "title_canon_sha256": "706a0150c36dcedd526d7058fb8aa6f8c4291d01d92343af409fde3e90acd6c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04081",
    "kind": "arxiv",
    "version": 2
  }
}