Pith Number

pith:CQ6RLKHH

pith:2024:CQ6RLKHHSAKVLOADYU7S2FLXOO

not attested not anchored not stored refs pending

MORL-Prompt: An Empirical Analysis of Multi-Objective Reinforcement Learning for Discrete Prompt Optimization

Dheeraj Mekala, Rose Yu, Taylor Berg-Kirkpatrick, Yasaman Jafari

arxiv:2402.11711 v2 · 2024-02-18 · cs.CL

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\usepackage{pith}
\pithnumber{CQ6RLKHHSAKVLOADYU7S2FLXOO}

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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

Spectral Souping: A Unified Framework for Online Preference Alignment

Receipt and verification

First computed	2026-07-05T11:18:11.279062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

143d15a8e7901555b803c53f2d157773abeb952fc17f5fd273bc874d1c2ae5fe

Aliases

arxiv: 2402.11711 · arxiv_version: 2402.11711v2 · doi: 10.48550/arxiv.2402.11711 · pith_short_12: CQ6RLKHHSAKV · pith_short_16: CQ6RLKHHSAKVLOAD · pith_short_8: CQ6RLKHH

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/CQ6RLKHHSAKVLOADYU7S2FLXOO \
  | 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: 143d15a8e7901555b803c53f2d157773abeb952fc17f5fd273bc874d1c2ae5fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed67600da67ec8728aa4dec43305aa89558f042daf49f86f1a35978a82473267",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-18T21:25:09Z",
    "title_canon_sha256": "4f18ce4228aa19a02484ef568a76df3cc551e5eb3c01884b501db80b40597073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11711",
    "kind": "arxiv",
    "version": 2
  }
}