Pith Number

pith:5SYIOFBQ

pith:2024:5SYIOFBQWUBP6AGWAFGMDXPKW3

not attested not anchored not stored refs pending

Multi-Objective Alignment of Large Language Models Through Hypervolume Maximization

Aniket Deshmukh, Anusha Lalitha, Branislav Kveton, Sailik Sengupta, Subhojyoti Mukherjee

arxiv:2412.05469 v1 · 2024-12-06 · 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{5SYIOFBQWUBP6AGWAFGMDXPKW3}

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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

3 papers in Pith

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

Focal Reward: Balanced Reinforcement Learning under Rubric-Based Rewards

MOCHA: Multi-Objective Chebyshev Annealing for Agent Skill Optimization

Receipt and verification

First computed	2026-07-05T09:46:03.775764Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ecb0871430b502ff00d6014cc1ddeab6c9de3d2993cf1597fa03130df702c429

Aliases

arxiv: 2412.05469 · arxiv_version: 2412.05469v1 · doi: 10.48550/arxiv.2412.05469 · pith_short_12: 5SYIOFBQWUBP · pith_short_16: 5SYIOFBQWUBP6AGW · pith_short_8: 5SYIOFBQ

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/5SYIOFBQWUBP6AGWAFGMDXPKW3 \
  | 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: ecb0871430b502ff00d6014cc1ddeab6c9de3d2993cf1597fa03130df702c429

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33f4742a46c71501b8387c7aade6fb4845c1859075f439d7c686c1fcc62205ad",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T23:51:47Z",
    "title_canon_sha256": "560a140201b8158d968a3dd8c7ccc0c0e1b7bebc5b5a71e077b0e05fee331b02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05469",
    "kind": "arxiv",
    "version": 1
  }
}