Pith Number

pith:QRWXMR3H

pith:2023:QRWXMR3H65FLHBTYSRYYMEADVI

not attested not anchored not stored refs pending

Robust Multi-Agent Reinforcement Learning with State Uncertainty

Fei Miao, Sanbao Su, Shaofeng Zou, Shuo Han, Sihong He, Songyang Han

arxiv:2307.16212 v1 · 2023-07-30 · cs.LG · cs.AI · cs.GT · cs.MA · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRWXMR3H65FLHBTYSRYYMEADVI}

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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

4 papers in Pith

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

Wolfpack Adversarial Attack for Robust Multi-Agent Reinforcement Learning

Interaction-Breaking Adversarial Learning Framework for Robust Multi-Agent Reinforcement Learning

SphUnc: Hyperspherical Uncertainty Decomposition and Causal Identification via Information Geometry

Receipt and verification

First computed	2026-07-05T06:36:00.275731Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

846d764767f74ab386789471861003aa3d30e444d7680921a59845a5e53fb0a2

Aliases

arxiv: 2307.16212 · arxiv_version: 2307.16212v1 · doi: 10.48550/arxiv.2307.16212 · pith_short_12: QRWXMR3H65FL · pith_short_16: QRWXMR3H65FLHBTY · pith_short_8: QRWXMR3H

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/QRWXMR3H65FLHBTYSRYYMEADVI \
  | 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: 846d764767f74ab386789471861003aa3d30e444d7680921a59845a5e53fb0a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10c5f7bf736377b07a048a171be977586dc4dd71f94189231029e1547ba2a9e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.MA",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-30T12:31:42Z",
    "title_canon_sha256": "fe6017c1a2224a57aed353b3557b0700db8f5e58e8344d3c0b615ef5ae468050"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.16212",
    "kind": "arxiv",
    "version": 1
  }
}