Pith Number

pith:3O665CCD

pith:2024:3O665CCDAWMQLEY2LCNRUWF2XF

not attested not anchored not stored refs pending

Bilinear Convolution Decomposition for Causal RL Interpretability

Alice Rigg, Narmeen Oozeer, Sinem Erisken

arxiv:2412.00944 v1 · 2024-12-01 · 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{3O665CCDAWMQLEY2LCNRUWF2XF}

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.

Receipt and verification

First computed	2026-07-05T09:42:50.595668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbbdee8843059905931a589b1a58bab95c516716d59d75a8472b0ff07500a18c

Aliases

arxiv: 2412.00944 · arxiv_version: 2412.00944v1 · doi: 10.48550/arxiv.2412.00944 · pith_short_12: 3O665CCDAWMQ · pith_short_16: 3O665CCDAWMQLEY2 · pith_short_8: 3O665CCD

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/3O665CCDAWMQLEY2LCNRUWF2XF \
  | 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: dbbdee8843059905931a589b1a58bab95c516716d59d75a8472b0ff07500a18c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "146328fa3325dca3924f38c9ca0cf24a30ea8c62aca24b8aec023621d154d741",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T19:32:04Z",
    "title_canon_sha256": "6d4f6511f29761c1d96da732334baa5d5137feb2f3c2da5f89e626714eade40d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00944",
    "kind": "arxiv",
    "version": 1
  }
}