Pith Number

pith:S6ICTCZT

pith:2025:S6ICTCZTNGAF5JQCBNJWHBCFNE

not attested not anchored not stored refs pending

LERO: LLM-driven Evolutionary framework with Hybrid Rewards and Enhanced Observation for Multi-Agent Reinforcement Learning

Jianmin Li, Xiaohan Shan, Yuan Wei

arxiv:2503.21807 v1 · 2025-03-25 · cs.LG · cs.AI · 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{S6ICTCZTNGAF5JQCBNJWHBCFNE}

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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

Bridging Reasoning and Action: Hybrid LLM-RL Framework for Efficient Cross-Domain Task-Oriented Dialogue

Receipt and verification

First computed	2026-07-05T10:40:42.336674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9790298b3369805ea6020b536384456905e7b68f7ea1abd995bb514d02de5ff4

Aliases

arxiv: 2503.21807 · arxiv_version: 2503.21807v1 · doi: 10.48550/arxiv.2503.21807 · pith_short_12: S6ICTCZTNGAF · pith_short_16: S6ICTCZTNGAF5JQC · pith_short_8: S6ICTCZT

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/S6ICTCZTNGAF5JQCBNJWHBCFNE \
  | 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: 9790298b3369805ea6020b536384456905e7b68f7ea1abd995bb514d02de5ff4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c62bbd7b51de56d5f7470b43c001a1879d9b6eac4b5e0c62fc9ba5ed1e9eb594",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-25T06:28:42Z",
    "title_canon_sha256": "8b14562c8ab967332d019635fa418df5d88298f62d073c7cf378620609e69bf1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21807",
    "kind": "arxiv",
    "version": 1
  }
}