Pith Number

pith:7HXAOQNF

pith:2024:7HXAOQNFXFTO6OJXNFO775ELYF

not attested not anchored not stored refs pending

Burning RED: Unlocking Subtask-Driven Reinforcement Learning and Risk-Awareness in Average-Reward Markov Decision Processes

Chi-Guhn Lee, Juan Sebastian Rojas

arxiv:2410.10578 v11 · 2024-10-14 · 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{7HXAOQNFXFTO6OJXNFO775ELYF}

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	2026-07-05T12:00:44.298656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9ee0741a5b966ef3937695dfff48bc162c05e60ccaf3060830a9c05ef9c57db

Aliases

arxiv: 2410.10578 · arxiv_version: 2410.10578v11 · doi: 10.48550/arxiv.2410.10578 · pith_short_12: 7HXAOQNFXFTO · pith_short_16: 7HXAOQNFXFTO6OJX · pith_short_8: 7HXAOQNF

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/7HXAOQNFXFTO6OJXNFO775ELYF \
  | 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: f9ee0741a5b966ef3937695dfff48bc162c05e60ccaf3060830a9c05ef9c57db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "843d4a8ee5b3d23bc415597cca522849a2a4b9f9450082a92ab2b6c73fa9113e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T14:52:23Z",
    "title_canon_sha256": "21e08cfe747b862cf8a3a4b6efd15145b658db7b792c69c3c54edf9e48cad9de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10578",
    "kind": "arxiv",
    "version": 11
  }
}