Pith Number

pith:7SE4E5U5

pith:2022:7SE4E5U5IPYF2QQ5WK4BE5ZU3Q

not attested not anchored not stored refs pending

The Effect of Modeling Human Rationality Level on Learning Rewards from Multiple Feedback Types

Anca D. Dragan, Daniel S. Brown, Gaurav R. Ghosal, Matthew Zurek

arxiv:2208.10687 v2 · 2022-08-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7SE4E5U5IPYF2QQ5WK4BE5ZU3Q}

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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

Mapping out the Space of Human Feedback for Reinforcement Learning: A Conceptual Framework

Receipt and verification

First computed	2026-07-05T05:49:29.641333Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc89c2769d43f05d421db2b8127734dc2626602068fd7aef8d5e4acf98fc0d4a

Aliases

arxiv: 2208.10687 · arxiv_version: 2208.10687v2 · doi: 10.48550/arxiv.2208.10687 · pith_short_12: 7SE4E5U5IPYF · pith_short_16: 7SE4E5U5IPYF2QQ5 · pith_short_8: 7SE4E5U5

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/7SE4E5U5IPYF2QQ5WK4BE5ZU3Q \
  | 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: fc89c2769d43f05d421db2b8127734dc2626602068fd7aef8d5e4acf98fc0d4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efa5df24452797b320638ca9c768e8456b77f56f6984049e5da91cea903c8465",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-23T02:19:10Z",
    "title_canon_sha256": "e8900bf64cc18104a95c0ff8a33bd33b25c6267756b7fd0f872ace2eaf256337"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10687",
    "kind": "arxiv",
    "version": 2
  }
}