Pith Number

pith:GSMLPOET

pith:2024:GSMLPOETK7MOWA5AZCNKVRAMQF

not attested not anchored not stored refs pending

Traversing Pareto Optimal Policies: Provably Efficient Multi-Objective Reinforcement Learning

Boxiang Lyu, Dake Zhang, Rui Yang, Shuang Qiu, Tong Zhang

arxiv:2407.17466 v1 · 2024-07-24 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{GSMLPOETK7MOWA5AZCNKVRAMQF}

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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

SURF: Steering the Scalarization Weight to Uniformly Traverse the Pareto Front

Adaptive Smooth Tchebycheff Attention for Multi-Objective Policy Optimization

Contextual Multi-Objective Optimization: Rethinking Objectives in Frontier AI Systems

A Reward-Free Viewpoint on Multi-Objective Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:48:08.904410Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3498b7b89357d8eb03a0c89aaac40c81530dfae9fa39cf5dfb21e5f7cff9b4e1

Aliases

arxiv: 2407.17466 · arxiv_version: 2407.17466v1 · doi: 10.48550/arxiv.2407.17466 · pith_short_12: GSMLPOETK7MO · pith_short_16: GSMLPOETK7MOWA5A · pith_short_8: GSMLPOET

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/GSMLPOETK7MOWA5AZCNKVRAMQF \
  | 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: 3498b7b89357d8eb03a0c89aaac40c81530dfae9fa39cf5dfb21e5f7cff9b4e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c4e63acf8ee01df6ec9924a5a7787267da0d048ec7cd9fa9d228c1cde611475",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-24T17:58:49Z",
    "title_canon_sha256": "292c12a1f7d9fb96a9e37fef6fbc97b919762772b43fc87f973383490b2ff559"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17466",
    "kind": "arxiv",
    "version": 1
  }
}