Pith Number

pith:W2PSSXHX

pith:2025:W2PSSXHXNSL4VTKRJNKTY5THN6

not attested not anchored not stored refs pending

M3HF: Multi-agent Reinforcement Learning from Multi-phase Human Feedback of Mixed Quality

Fei Fang, Yali Du, Zhicheng Zhang, Ziyan Wang

arxiv:2503.02077 v3 · 2025-03-03 · cs.MA · cs.AI · 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{W2PSSXHXNSL4VTKRJNKTY5THN6}

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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

2 papers in Pith

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

Receipt and verification

First computed	2026-07-05T11:15:19.877473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b69f295cf76c97cacd514b553c76676f9f1a18f1af58c0d10e1c1c2499a729de

Aliases

arxiv: 2503.02077 · arxiv_version: 2503.02077v3 · doi: 10.48550/arxiv.2503.02077 · pith_short_12: W2PSSXHXNSL4 · pith_short_16: W2PSSXHXNSL4VTKR · pith_short_8: W2PSSXHX

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/W2PSSXHXNSL4VTKRJNKTY5THN6 \
  | 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: b69f295cf76c97cacd514b553c76676f9f1a18f1af58c0d10e1c1c2499a729de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d44237d5fae8585e1e568b828c10e510b99a229e1b65a022cc0b2976a5eec507",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-03-03T21:58:10Z",
    "title_canon_sha256": "1d73d7e7339b405b6e14fa470580167910f7a712b5a8f2cf436dbfa10580fcfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02077",
    "kind": "arxiv",
    "version": 3
  }
}