Pith Number

pith:AL3YEW2E

pith:2024:AL3YEW2EDMJRBPJ6U4SEQUEVQN

not attested not anchored not stored refs pending

Enabling Realtime Reinforcement Learning at Scale with Staggered Asynchronous Inference

Glen Berseth, Gopeshh Subbaraj, Irina Rish, Matthew Riemer

arxiv:2412.14355 v1 · 2024-12-18 · 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{AL3YEW2EDMJRBPJ6U4SEQUEVQN}

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

2 papers in Pith

Finding the Time to Think: Learning Planning Budgets in Real-Time RL

Receipt and verification

First computed	2026-07-05T09:51:46.083000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02f7825b441b1310bd3ea72448509583519428025ff0eb79877ce13dddd3202b

Aliases

arxiv: 2412.14355 · arxiv_version: 2412.14355v1 · doi: 10.48550/arxiv.2412.14355 · pith_short_12: AL3YEW2EDMJR · pith_short_16: AL3YEW2EDMJRBPJ6 · pith_short_8: AL3YEW2E

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/AL3YEW2EDMJRBPJ6U4SEQUEVQN \
  | 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: 02f7825b441b1310bd3ea72448509583519428025ff0eb79877ce13dddd3202b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46d025496ffcfce8f125ed889231573cc9a2679ee442a038c08a3e8b7fe7f2a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-18T21:43:40Z",
    "title_canon_sha256": "1489c69e49492beb43d22a5a3d971af8fe56407839d258973a7524f981a7c97f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14355",
    "kind": "arxiv",
    "version": 1
  }
}