Pith Number

pith:LPEWQCN4

pith:2024:LPEWQCN4Z46LYWFD6KFLPFDEIL

not attested not anchored not stored refs pending

RICE: Breaking Through the Training Bottlenecks of Reinforcement Learning with Explanation

Gang Wang, Jiahao Yu, Sabrina Yang, Xian Wu, Xinyu Xing, Zelei Cheng

arxiv:2405.03064 v3 · 2024-05-05 · cs.LG · cs.AI · cs.CR

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\usepackage{pith}
\pithnumber{LPEWQCN4Z46LYWFD6KFLPFDEIL}

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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

1 paper in Pith

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation

Receipt and verification

First computed	2026-07-05T08:28:09.799579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bc96809bccf3cbc58a3f28ab7946442d1e93ee116acde6a975ac9e3ed246fb8

Aliases

arxiv: 2405.03064 · arxiv_version: 2405.03064v3 · doi: 10.48550/arxiv.2405.03064 · pith_short_12: LPEWQCN4Z46L · pith_short_16: LPEWQCN4Z46LYWFD · pith_short_8: LPEWQCN4

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/LPEWQCN4Z46LYWFD6KFLPFDEIL \
  | 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: 5bc96809bccf3cbc58a3f28ab7946442d1e93ee116acde6a975ac9e3ed246fb8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41e968d3d113128c8050ff650a63453afba39e7c3aa9c791836a7ed0f247fde7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-05T22:06:42Z",
    "title_canon_sha256": "792a93d35ee04f244022584dfdc0c96f36bbb02f59388e6402474a98cd1b2613"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03064",
    "kind": "arxiv",
    "version": 3
  }
}