Pith Number

pith:P53UNYGI

pith:2024:P53UNYGIV2O4ZVHYFY66WVDXBZ

not attested not anchored not stored refs pending

Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning

Abhishek Gupta, Hamish Ivison, Natasha Jaques, Sriyash Poddar, Yanming Wan

arxiv:2408.10075 v1 · 2024-08-19 · cs.LG · cs.AI · cs.CL · cs.RO

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P53UNYGIV2O4ZVHYFY66WVDXBZ}

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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

5 papers in Pith

Using Cognitive Models to Improve Language Model Simulation of Human Persuasion Games

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences

Test-Time Alignment via Hypothesis Reweighting

Efficient Personalization of Generative User Interfaces

Receipt and verification

First computed	2026-07-05T08:56:50.997437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f7746e0c8ae9dccd4f82e3deb54770e767a3892789286a7ba86b30412ced4de

Aliases

arxiv: 2408.10075 · arxiv_version: 2408.10075v1 · doi: 10.48550/arxiv.2408.10075 · pith_short_12: P53UNYGIV2O4 · pith_short_16: P53UNYGIV2O4ZVHY · pith_short_8: P53UNYGI

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/P53UNYGIV2O4ZVHYFY66WVDXBZ \
  | 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: 7f7746e0c8ae9dccd4f82e3deb54770e767a3892789286a7ba86b30412ced4de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c838fcaf55d46072f05c60175663dbb057b252d98f82d06dec8bfdd1a891045",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-19T15:18:30Z",
    "title_canon_sha256": "62b36c3662a8989bae5278dcb1defce990f44172d2534b0fec24a9f34a7cfc40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.10075",
    "kind": "arxiv",
    "version": 1
  }
}