Pith Number

pith:ZLMAXRMF

pith:2025:ZLMAXRMF7MC7NWCPZAF46UNCMK

not attested not anchored not stored refs pending

Centralized Adaptive Sampling for Reliable Co-Training of Independent Multi-Agent Policies

Josiah P. Hanna, Nicholas E. Corrado

arxiv:2508.01049 v2 · 2025-08-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZLMAXRMF7MC7NWCPZAF46UNCMK}

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	2026-05-18T03:09:34.944961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cad80bc585fb05f6d84fc80bcf51a262b0ba49e4afa3398a2f1b1b08b96070d7

Aliases

arxiv: 2508.01049 · arxiv_version: 2508.01049v2 · doi: 10.48550/arxiv.2508.01049 · pith_short_12: ZLMAXRMF7MC7 · pith_short_16: ZLMAXRMF7MC7NWCP · pith_short_8: ZLMAXRMF

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/ZLMAXRMF7MC7NWCPZAF46UNCMK \
  | 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: cad80bc585fb05f6d84fc80bcf51a262b0ba49e4afa3398a2f1b1b08b96070d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdaaf980e6e5efe9aba0d37a7c6f6e69f471a40d9ca4ba60d186675b6db1f6a6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-01T20:07:25Z",
    "title_canon_sha256": "d160c0cbf665b54b7808ca28da06d3de60ea613d76d38d13c5e7d97ce500f235"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01049",
    "kind": "arxiv",
    "version": 2
  }
}