Pith Number

pith:LNAAVZJJ

pith:2022:LNAAVZJJ2ZAVIPF6I3OJI244A5

not attested not anchored not stored refs pending

Investigating the Properties of Neural Network Representations in Reinforcement Learning

Adam White, Erfan Miahi, Han Wang, Marlos C. Machado, Martha White, Raksha Kumaraswamy, Vincent Liu, Zaheer Abbas

arxiv:2203.15955 v3 · 2022-03-30 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LNAAVZJJ2ZAVIPF6I3OJI244A5}

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	2026-07-05T06:07:08.379161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b400ae529d641543cbe46dc946b9c074952f019985d4db061514d30ff0a4a7c

Aliases

arxiv: 2203.15955 · arxiv_version: 2203.15955v3 · doi: 10.48550/arxiv.2203.15955 · pith_short_12: LNAAVZJJ2ZAV · pith_short_16: LNAAVZJJ2ZAVIPF6 · pith_short_8: LNAAVZJJ

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/LNAAVZJJ2ZAVIPF6I3OJI244A5 \
  | 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: 5b400ae529d641543cbe46dc946b9c074952f019985d4db061514d30ff0a4a7c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b2afb556eccfae344bb51676c84bfd28ca21f8ca3ab24413f668ab47ad48220",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-30T00:14:26Z",
    "title_canon_sha256": "e0df6f009d006c235311329c7adc08b04bfb47d89fe680b9f7beb7096d69c25a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.15955",
    "kind": "arxiv",
    "version": 3
  }
}