Pith Number

pith:RIKH5TBV

pith:2024:RIKH5TBVEABKM675NDP6MH5BXR

not attested not anchored not stored refs pending

Multilevel Graph Reinforcement Learning for Consistent Cognitive Decision-making in Heterogeneous Mixed Autonomy

Xiaoqiang Meng, Xin Gao, Xueyuan Li, Zhaoyang Ma, Zirui Li

arxiv:2408.08516 v1 · 2024-08-16 · cs.MA

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\usepackage{pith}
\pithnumber{RIKH5TBVEABKM675NDP6MH5BXR}

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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

Red-Team Multi-Agent Reinforcement Learning for Emergency Braking Scenario

Receipt and verification

First computed	2026-07-05T08:55:56.152466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a147ecc352002a67bfd68dfe61fa1bc5cffa7f7182b0b4398713e347be3a03c

Aliases

arxiv: 2408.08516 · arxiv_version: 2408.08516v1 · doi: 10.48550/arxiv.2408.08516 · pith_short_12: RIKH5TBVEABK · pith_short_16: RIKH5TBVEABKM675 · pith_short_8: RIKH5TBV

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/RIKH5TBVEABKM675NDP6MH5BXR \
  | 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: 8a147ecc352002a67bfd68dfe61fa1bc5cffa7f7182b0b4398713e347be3a03c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25a0a518146111adf75c90cd6c9024d88b6a93319bd68118301a9bc695ed7f75",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-08-16T04:14:06Z",
    "title_canon_sha256": "7ed9477812e6dfc442476ec1a3d7e129bf26925ddcdb86a27b470bbdd56fb3c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08516",
    "kind": "arxiv",
    "version": 1
  }
}