Pith Number

pith:LITBYFNU

pith:2025:LITBYFNUETZMALMELVEPISOCI6

not attested not anchored not stored refs pending

Pareto Set Learning for Multi-Objective Reinforcement Learning

Chao Qian, Chengrui Gao, Erlong Liu, Ke Xue, Ren-Jian Wang, Xiaobin Huang, Yu-Chang Wu

arxiv:2501.06773 v2 · 2025-01-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LITBYFNUETZMALMELVEPISOCI6}

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.

Receipt and verification

First computed	2026-07-05T10:00:46.862353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a261c15b424f2c02d845d48f449c2479b602f8c4448cfe4a990e67aa9e27789

Aliases

arxiv: 2501.06773 · arxiv_version: 2501.06773v2 · doi: 10.48550/arxiv.2501.06773 · pith_short_12: LITBYFNUETZM · pith_short_16: LITBYFNUETZMALME · pith_short_8: LITBYFNU

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/LITBYFNUETZMALMELVEPISOCI6 \
  | 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: 5a261c15b424f2c02d845d48f449c2479b602f8c4448cfe4a990e67aa9e27789

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb968c889b3b219ae626091ff87423867cb032659df0b6cf5d778fba282bdd71",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-12T10:43:05Z",
    "title_canon_sha256": "e0b575e58e1a99aa1f60c876df5791c51494e479e416e53a89bfb756416dc361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06773",
    "kind": "arxiv",
    "version": 2
  }
}