Pith Number

pith:GYD5P3Q5

pith:2026:GYD5P3Q5XBDDSHNTZR5CXGTVO6

not attested not anchored not stored refs pending

MADA-RL: Multi-Agent Debate-Aware Reinforcement Learning for Parameter-Efficient Reasoning in Compact Models

Cuong Xuan Chu, Evgeny Kharlamov, Martino M. L. Pulici, Volker Tresp, Yunpu Ma, Zifeng Ding

arxiv:2607.18006 v1 · 2026-07-20 · cs.LG · cs.AI · cs.CL · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYD5P3Q5XBDDSHNTZR5CXGTVO6}

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	2026-07-21T02:22:11.466395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3607d7ee1db846391db3cc7a2b9a7577b46e0d44e8ddf3a81ad8ff3479804e13

Aliases

arxiv: 2607.18006 · arxiv_version: 2607.18006v1 · doi: 10.48550/arxiv.2607.18006 · pith_short_12: GYD5P3Q5XBDD · pith_short_16: GYD5P3Q5XBDDSHNT · pith_short_8: GYD5P3Q5

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/GYD5P3Q5XBDDSHNTZR5CXGTVO6 \
  | 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: 3607d7ee1db846391db3cc7a2b9a7577b46e0d44e8ddf3a81ad8ff3479804e13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "372207c3b9e110cd1aa0db915fe204242db964cecf5a65459244f9dc0137d227",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T14:38:00Z",
    "title_canon_sha256": "55e2cf8075eef22e724150159360e67b2b5d794f569d2806f20e34610efeb276"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18006",
    "kind": "arxiv",
    "version": 1
  }
}