Pith Number

pith:HKG6ZIF6

pith:2024:HKG6ZIF6M62J4TFERT5V7GPAHI

not attested not anchored not stored refs pending

A Theoretical Framework for Partially Observed Reward-States in RLHF

Aldo Pacchiano, Ambuj Tewari, Chinmaya Kausik, Mirco Mutti

arxiv:2402.03282 v3 · 2024-02-05 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HKG6ZIF6M62J4TFERT5V7GPAHI}

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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

Preference-Based Reward Learning under Partial Observability with Inexact Dynamics

Receipt and verification

First computed	2026-07-05T09:33:08.078630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a8deca0be67b49e4ca48cfb5f99e03a0b4fd840164a7b78a626b631f8746b41

Aliases

arxiv: 2402.03282 · arxiv_version: 2402.03282v3 · doi: 10.48550/arxiv.2402.03282 · pith_short_12: HKG6ZIF6M62J · pith_short_16: HKG6ZIF6M62J4TFE · pith_short_8: HKG6ZIF6

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/HKG6ZIF6M62J4TFERT5V7GPAHI \
  | 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: 3a8deca0be67b49e4ca48cfb5f99e03a0b4fd840164a7b78a626b631f8746b41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "970e1734c6b792b0535d8b1ba55b99a9b30c560b692305e8ddee2b2898e9d509",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T18:38:55Z",
    "title_canon_sha256": "b381542f1279c16429d2c5882092d501fdee609005badc6837290f45dc8df1dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03282",
    "kind": "arxiv",
    "version": 3
  }
}