Pith Number

pith:3FSGNBUV

pith:2024:3FSGNBUVSRZXJ3ZHYDIKIZBDZ4

not attested not anchored not stored refs pending

Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment

Dong Yu, Feng Luo, Han Zhong, Jianshu Chen, Rui Yang, Shuang Qiu, Xiaoman Pan

arxiv:2402.10207 v6 · 2024-02-15 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{3FSGNBUVSRZXJ3ZHYDIKIZBDZ4}

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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

6 papers in Pith

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

SURF: Steering the Scalarization Weight to Uniformly Traverse the Pareto Front

VC-Soup: Value-Consistency Guided Multi-Value Alignment for Large Language Models

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion

Receipt and verification

First computed	2026-07-05T09:21:02.693222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d964668695947374ef27c0d0a46423cf1ba893b9494ebae6bb8d4b888fdbdf93

Aliases

arxiv: 2402.10207 · arxiv_version: 2402.10207v6 · doi: 10.48550/arxiv.2402.10207 · pith_short_12: 3FSGNBUVSRZX · pith_short_16: 3FSGNBUVSRZXJ3ZH · pith_short_8: 3FSGNBUV

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/3FSGNBUVSRZXJ3ZHYDIKIZBDZ4 \
  | 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: d964668695947374ef27c0d0a46423cf1ba893b9494ebae6bb8d4b888fdbdf93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c1614fabe669f8587361d9b69e498b1dd0f3cee4967cba536e439ef7af34da5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T18:58:31Z",
    "title_canon_sha256": "08128ac739bf0198d5670b6d1fc86ab00974d65e2e3785a7acc205bc6468436b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10207",
    "kind": "arxiv",
    "version": 6
  }
}