Pith Number

pith:VAG54AWA

pith:2024:VAG54AWAQLBKOGM6WZK4VN3QNL

not attested not anchored not stored refs pending

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

David Lindner, Mennatallah El-Assady, Rapha\"el Baur, Yannick Metz

arxiv:2411.11761 v2 · 2024-11-18 · cs.LG · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VAG54AWAQLBKOGM6WZK4VN3QNL}

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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

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation

Receipt and verification

First computed	2026-07-05T10:17:13.878526Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a80dde02c082c2a7199eb655cab7706ac7103f483dee7d7f7b80acf19bc5eddc

Aliases

arxiv: 2411.11761 · arxiv_version: 2411.11761v2 · doi: 10.48550/arxiv.2411.11761 · pith_short_12: VAG54AWAQLBK · pith_short_16: VAG54AWAQLBKOGM6 · pith_short_8: VAG54AWA

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/VAG54AWAQLBKOGM6WZK4VN3QNL \
  | 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: a80dde02c082c2a7199eb655cab7706ac7103f483dee7d7f7b80acf19bc5eddc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b98aa541ff6009fd3db7475e880203fd2d415195daf68a55c4e6c37644a7370",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-18T17:40:42Z",
    "title_canon_sha256": "569c4ef50b5db4e3ac9fa0b56c51f08ef1ac7c98c323215fb0f0aae4cc68aee9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11761",
    "kind": "arxiv",
    "version": 2
  }
}