Pith Number

pith:SGHNWMKD

pith:2023:SGHNWMKDJQ357PHK2GRT4B7J3C

not attested not anchored not stored refs pending

Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms

Hao Ban, Kaiyi Ji, Peiyao Xiao

arxiv:2305.18409 v3 · 2023-05-28 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SGHNWMKDJQ357PHK2GRT4B7J3C}

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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

Enabling Pareto-Stationarity Exploration in Multi-Objective Reinforcement Learning: A Multi-Objective Weighted-Chebyshev Actor-Critic Approach

Receipt and verification

First computed	2026-07-05T07:17:53.526538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

918edb31434c37dfbcead1a33e07e9d8bbd160f8e44d6b75a4c5682be6724a6e

Aliases

arxiv: 2305.18409 · arxiv_version: 2305.18409v3 · doi: 10.48550/arxiv.2305.18409 · pith_short_12: SGHNWMKDJQ35 · pith_short_16: SGHNWMKDJQ357PHK · pith_short_8: SGHNWMKD

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/SGHNWMKDJQ357PHK2GRT4B7J3C \
  | 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: 918edb31434c37dfbcead1a33e07e9d8bbd160f8e44d6b75a4c5682be6724a6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fb899bfd1ebbca266d3eedac98f7f81f660165c4d34e92764658ade7b97d39f",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-28T16:13:59Z",
    "title_canon_sha256": "fab3ced339a85f33fdabd4ea38697bd8a0bced7dfa1dfebb8b4c1d40f8c32fd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18409",
    "kind": "arxiv",
    "version": 3
  }
}