Pith Number

pith:SP4U6PAK

pith:2024:SP4U6PAK2O5HGN2ZVGFHQGORRT

not attested not anchored not stored refs pending

Preference-Based Multi-Agent Reinforcement Learning: Data Coverage and Algorithmic Techniques

Natalia Zhang, Qiwen Cui, Runlong Zhou, Sham M. Kakade, Simon S. Du, Xinqi Wang

arxiv:2409.00717 v3 · 2024-09-01 · cs.LG · cs.AI · cs.GT · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SP4U6PAK2O5HGN2ZVGFHQGORRT}

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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

1 paper in Pith

Corruption-robust Offline Multi-agent Reinforcement Learning From Human Feedback

Receipt and verification

First computed	2026-07-05T09:58:59.569222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93f94f3c0ad3ba733759a98a7819d18cd0203f2f5e773997c31de220a532524c

Aliases

arxiv: 2409.00717 · arxiv_version: 2409.00717v3 · doi: 10.48550/arxiv.2409.00717 · pith_short_12: SP4U6PAK2O5H · pith_short_16: SP4U6PAK2O5HGN2Z · pith_short_8: SP4U6PAK

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/SP4U6PAK2O5HGN2ZVGFHQGORRT \
  | 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: 93f94f3c0ad3ba733759a98a7819d18cd0203f2f5e773997c31de220a532524c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "138e00ccd9e1e58c2ba4456b1a4c3010d6b2a4b19252fdd1710a836793a59a99",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-01T13:14:41Z",
    "title_canon_sha256": "c6cc578ebfca8a50415cc6d7850c44e36aaea28375d0fe43f9c6d14571e67531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.00717",
    "kind": "arxiv",
    "version": 3
  }
}