Pith Number

pith:T6FYN75S

pith:2023:T6FYN75SVTD6U2ZDWR2LIQ4DPX

not attested not anchored not stored refs pending

Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning

Arnob Ghosh, Ness B. Shroff, Peizhong Ju

arxiv:2306.00324 v1 · 2023-06-01 · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{T6FYN75SVTD6U2ZDWR2LIQ4DPX}

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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

$\alpha$-fair heterogeneous agent reinforcement learning

Receipt and verification

First computed	2026-07-05T06:16:24.970691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f8b86ffb2acc7ea6b23b474b443837dc738caf4e8099e9899ed0d33ee4a7ea3

Aliases

arxiv: 2306.00324 · arxiv_version: 2306.00324v1 · doi: 10.48550/arxiv.2306.00324 · pith_short_12: T6FYN75SVTD6 · pith_short_16: T6FYN75SVTD6U2ZD · pith_short_8: T6FYN75S

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/T6FYN75SVTD6U2ZDWR2LIQ4DPX \
  | 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: 9f8b86ffb2acc7ea6b23b474b443837dc738caf4e8099e9899ed0d33ee4a7ea3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03c6e83845d2e11f8fed8c3bc5e9d0203c0ce650d030a5096fbc3d206d464812",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-01T03:43:53Z",
    "title_canon_sha256": "f696e8006eba3791eb600dd17c2c2aa15c6c08e6c9362b363bddc6b26c390e9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00324",
    "kind": "arxiv",
    "version": 1
  }
}