Pith Number

pith:A7ANV5TC

pith:2022:A7ANV5TCL4ZPP7E2TPVJKMD3FR

not attested not anchored not stored refs pending

Socially Fair Reinforcement Learning

Debmalya Mandal, Jiarui Gan

arxiv:2208.12584 v2 · 2022-08-26 · cs.LG · cs.CY · cs.GT · 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{A7ANV5TCL4ZPP7E2TPVJKMD3FR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Welfarist Control Design -- How to fulfill the societal mandate in multi-agent control?

Learning Fair Pareto-Optimal Policies in Multi-Objective Reinforcement Learning

Multi-User Dueling Bandits: A Fair Approach using Nash Social Welfare

Receipt and verification

First computed	2026-07-05T05:38:28.769928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07c0daf6625f32f7fc9a9bea95307b2c4ed32eddf120049258a3168f3446ec73

Aliases

arxiv: 2208.12584 · arxiv_version: 2208.12584v2 · doi: 10.48550/arxiv.2208.12584 · pith_short_12: A7ANV5TCL4ZP · pith_short_16: A7ANV5TCL4ZPP7E2 · pith_short_8: A7ANV5TC

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/A7ANV5TCL4ZPP7E2TPVJKMD3FR \
  | 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: 07c0daf6625f32f7fc9a9bea95307b2c4ed32eddf120049258a3168f3446ec73

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8015b1bfb0e5cd6a998754a66c673e5f80f2d8d8c91174d739c7ff81b9428498",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.GT",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-26T11:01:55Z",
    "title_canon_sha256": "50db9c6bb2524740bdff7c9173d73ad2840c6ab8c5503061b0ae79047c7196a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.12584",
    "kind": "arxiv",
    "version": 2
  }
}