Pith Number

pith:3NBCY6YT

pith:2022:3NBCY6YT44BZS4DF63XPC4OJCF

not attested not anchored not stored refs pending

Effects of Spectral Normalization in Multi-agent Reinforcement Learning

Anuj Mahajan, Kinal Mehta, Pawan Kumar

arxiv:2212.05331 v2 · 2022-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3NBCY6YT44BZS4DF63XPC4OJCF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

SignMuon: Communication-Efficient Distributed Muon Optimization

Receipt and verification

First computed	2026-07-05T06:02:48.294129Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db422c7b13e703997065f6eef171c911563d541796662a1f44bc8f34fcd7aaff

Aliases

arxiv: 2212.05331 · arxiv_version: 2212.05331v2 · doi: 10.48550/arxiv.2212.05331 · pith_short_12: 3NBCY6YT44BZ · pith_short_16: 3NBCY6YT44BZS4DF · pith_short_8: 3NBCY6YT

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/3NBCY6YT44BZS4DF63XPC4OJCF \
  | 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: db422c7b13e703997065f6eef171c911563d541796662a1f44bc8f34fcd7aaff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7aab14d5e8fae6674b64989a86db9295b804844e9ae0d0ea7beb9a867f5d7c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-10T16:26:30Z",
    "title_canon_sha256": "1c1e08e6cfc58f5eb5a172d2da3b28a5577ede3f8d4d04aac8aa936cce3b78ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05331",
    "kind": "arxiv",
    "version": 2
  }
}