Pith Number

pith:MWAFXI2J

pith:2024:MWAFXI2J2FQBCWYQVFTUYZWMFZ

not attested not anchored not stored refs pending

MACPO: Weak-to-Strong Alignment via Multi-Agent Contrastive Preference Optimization

Dawei Yin, Lingyong Yan, Maarten de Rijke, Pengjie Ren, Yougang Lyu, Zhaochun Ren, Zihan Wang

arxiv:2410.07672 v2 · 2024-10-10 · cs.CL · 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{MWAFXI2J2FQBCWYQVFTUYZWMFZ}

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	2026-07-05T10:22:07.191306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65805ba349d160115b10a9674c66cc2e535072cb9664968f4f0dd038c27ec707

Aliases

arxiv: 2410.07672 · arxiv_version: 2410.07672v2 · doi: 10.48550/arxiv.2410.07672 · pith_short_12: MWAFXI2J2FQB · pith_short_16: MWAFXI2J2FQBCWYQ · pith_short_8: MWAFXI2J

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/MWAFXI2J2FQBCWYQVFTUYZWMFZ \
  | 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: 65805ba349d160115b10a9674c66cc2e535072cb9664968f4f0dd038c27ec707

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a9f3267afde74c94160c6c19ea940b2c30b13fbb85d558b5912ff3ee8ab01ff",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-10T07:29:35Z",
    "title_canon_sha256": "c02eb7146816c78a83950cfef93b9f9cbd4d5339c21d202804e82f3d1cbcbd05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.07672",
    "kind": "arxiv",
    "version": 2
  }
}