Pith Number

pith:J2J5BGQ4

pith:2022:J2J5BGQ4TZV7LZ5SDCC4JEUFAM

not attested not anchored not stored refs pending

Hyperparameters in Contextual RL are Highly Situational

Carolin Benjamins, Marius Lindauer, Theresa Eimer

arxiv:2212.10876 v1 · 2022-12-21 · 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{J2J5BGQ4TZV7LZ5SDCC4JEUFAM}

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	2026-07-05T05:27:23.888605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e93d09a1c9e6bf5e7b21885c49285031884ce0037f5724010ed6f5cdc52e9e7

Aliases

arxiv: 2212.10876 · arxiv_version: 2212.10876v1 · doi: 10.48550/arxiv.2212.10876 · pith_short_12: J2J5BGQ4TZV7 · pith_short_16: J2J5BGQ4TZV7LZ5S · pith_short_8: J2J5BGQ4

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/J2J5BGQ4TZV7LZ5SDCC4JEUFAM \
  | 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: 4e93d09a1c9e6bf5e7b21885c49285031884ce0037f5724010ed6f5cdc52e9e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ca4d4a9af11ea341edfbde19c8f7b7bb4a2d70cffb3d7b4350669843a74319d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-21T09:38:18Z",
    "title_canon_sha256": "4b4e5a19c0231676ad07b1e6667c1161942f621a0217e261d4a43345007d8228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10876",
    "kind": "arxiv",
    "version": 1
  }
}