Pith Number

pith:PO6MAVBR

pith:2022:PO6MAVBRQHO6SW65UMMLIYPVIB

not attested not anchored not stored refs pending

Learning Dynamics and Generalization in Reinforcement Learning

Clare Lyle, Mark Rowland, Marta Kwiatkowska, Will Dabney, Yarin Gal

arxiv:2206.02126 v1 · 2022-06-05 · 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{PO6MAVBRQHO6SW65UMMLIYPVIB}

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

3 papers in Pith

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss

From Ticks to Flows: Dynamics of Neural Reinforcement Learning in Continuous Environments

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution

Receipt and verification

First computed	2026-07-05T04:29:14.549496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bbcc0543181dde95bdda318b461f540770c97756ddd7b96ec04e7b81389afa3

Aliases

arxiv: 2206.02126 · arxiv_version: 2206.02126v1 · doi: 10.48550/arxiv.2206.02126 · pith_short_12: PO6MAVBRQHO6 · pith_short_16: PO6MAVBRQHO6SW65 · pith_short_8: PO6MAVBR

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/PO6MAVBRQHO6SW65UMMLIYPVIB \
  | 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: 7bbcc0543181dde95bdda318b461f540770c97756ddd7b96ec04e7b81389afa3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f193956b691b17abd5fbd0102ddc14db359a2a3223e5cf6e58254f95fb1e8d61",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-05T08:49:16Z",
    "title_canon_sha256": "9f20fbc0b67d390ae228a1f6cba3f33ef7990483d8ed3698176dcf0a335fd7b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.02126",
    "kind": "arxiv",
    "version": 1
  }
}