Pith Number

pith:WN3OJVYU

pith:2024:WN3OJVYUNCQ4ZMFJU2O5JDVMNE

not attested not anchored not stored refs pending

Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents

Kristian Kersting, Mark Rothermel, Quentin Delfosse, Sebastian Sztwiertnia, Wolfgang Stammer

arxiv:2401.05821 v4 · 2024-01-11 · cs.LG · cs.SC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WN3OJVYUNCQ4ZMFJU2O5JDVMNE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder

Receipt and verification

First computed	2026-07-05T09:27:20.094868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b376e4d71468a1ccb0a9a69dd48eac690f9d8814f31621ba08325edff3502b27

Aliases

arxiv: 2401.05821 · arxiv_version: 2401.05821v4 · doi: 10.48550/arxiv.2401.05821 · pith_short_12: WN3OJVYUNCQ4 · pith_short_16: WN3OJVYUNCQ4ZMFJ · pith_short_8: WN3OJVYU

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/WN3OJVYUNCQ4ZMFJU2O5JDVMNE \
  | 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: b376e4d71468a1ccb0a9a69dd48eac690f9d8814f31621ba08325edff3502b27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb06b236f4ea109c56564851b6f252044495c23862571f29a77cfb6fa21f4bf2",
    "cross_cats_sorted": [
      "cs.SC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-11T10:38:22Z",
    "title_canon_sha256": "f925f3060eebb4cb53dcfbcb96b49696c7789c5e4f55348628d64d0623291756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.05821",
    "kind": "arxiv",
    "version": 4
  }
}