Pith Number

pith:XESYBCRA

pith:2022:XESYBCRATBDVURGBCVT223CVPV

not attested not anchored not stored refs pending

PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm

Suat Gumussoy, Toygun Basaklar, Umit Y. Ogras

arxiv:2208.07914 v3 · 2022-08-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XESYBCRATBDVURGBCVT223CVPV}

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

2 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

A Single Deep Preference-Conditioned Policy for Learning Pareto Coverage Sets

Receipt and verification

First computed	2026-07-05T06:14:56.354660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b925808a2098475a44c11567ad6c557d715889bf066708455ecac0710f429756

Aliases

arxiv: 2208.07914 · arxiv_version: 2208.07914v3 · doi: 10.48550/arxiv.2208.07914 · pith_short_12: XESYBCRATBDV · pith_short_16: XESYBCRATBDVURGB · pith_short_8: XESYBCRA

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/XESYBCRATBDVURGBCVT223CVPV \
  | 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: b925808a2098475a44c11567ad6c557d715889bf066708455ecac0710f429756

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94e89f0306108b21090ec7e957b50b97de7ec95dad661bf3339bb2cfdd4b1e8a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-16T19:23:02Z",
    "title_canon_sha256": "8581c8db545f923c37e9c1a122abe7824236c8d595e46235cd0ae528be55f12b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.07914",
    "kind": "arxiv",
    "version": 3
  }
}