Pith Number

pith:NQ2WAUY4

pith:2020:NQ2WAUY4CF2YYZ5B32TIWDIJZH

not attested not anchored not stored refs pending

Regret Bounds for Decentralized Learning in Cooperative Multi-Agent Dynamical Systems

Ashutosh Nayyar, Seyed Mohammad Asghari, Yi Ouyang

arxiv:2001.10122 v1 · 2020-01-27 · cs.LG · cs.MA · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NQ2WAUY4CF2YYZ5B32TIWDIJZH}

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.

Receipt and verification

First computed	2026-07-05T00:36:49.964839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c3560531c11758c67a1dea68b0d09c9e7f09b85004121dd120ef8b3877fdb4d

Aliases

arxiv: 2001.10122 · arxiv_version: 2001.10122v1 · doi: 10.48550/arxiv.2001.10122 · pith_short_12: NQ2WAUY4CF2Y · pith_short_16: NQ2WAUY4CF2YYZ5B · pith_short_8: NQ2WAUY4

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/NQ2WAUY4CF2YYZ5B32TIWDIJZH \
  | 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: 6c3560531c11758c67a1dea68b0d09c9e7f09b85004121dd120ef8b3877fdb4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f11fee009b16e9b207ec163e394acb67d90bd3903be95dde69f57482f1087fb",
    "cross_cats_sorted": [
      "cs.MA",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-27T23:37:41Z",
    "title_canon_sha256": "419827408279cb59e4c8dd0fdd5a9c44f045d1e1bf8fe8ce26e162b20391932d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.10122",
    "kind": "arxiv",
    "version": 1
  }
}