Pith Number

pith:FIRHSLRN

pith:2025:FIRHSLRN7IMLYB2QCJY2O4FFCK

not attested not anchored not stored refs pending

Advancing Language Multi-Agent Learning with Credit Re-Assignment for Interactive Environment Generalization

Fei Huang, Ji Zhang, Ming Yan, Peng Li, Yang Liu, Yi R. Fung, Zhitao He, Zijun Liu

arxiv:2502.14496 v3 · 2025-02-20 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FIRHSLRN7IMLYB2QCJY2O4FFCK}

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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

MARS-SQL: A multi-agent reinforcement learning framework for Text-to-SQL

Receipt and verification

First computed	2026-07-05T11:56:17.674776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a22792e2dfa18bc07501271a770a512b5b585c4cb5dcbcb1353852b5b98983e

Aliases

arxiv: 2502.14496 · arxiv_version: 2502.14496v3 · doi: 10.48550/arxiv.2502.14496 · pith_short_12: FIRHSLRN7IML · pith_short_16: FIRHSLRN7IMLYB2Q · pith_short_8: FIRHSLRN

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/FIRHSLRN7IMLYB2QCJY2O4FFCK \
  | 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: 2a22792e2dfa18bc07501271a770a512b5b585c4cb5dcbcb1353852b5b98983e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7e50a3e851cb4f58e2596eb75702b5dfbcc17563510c1907f938ba6bf661a23",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-20T12:26:15Z",
    "title_canon_sha256": "9db5cf22b7e9da28df08a6e3fca581835d2c49ef1cf65c4322333ea870fcec20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14496",
    "kind": "arxiv",
    "version": 3
  }
}