Pith Number

pith:G32EXR7F

pith:2024:G32EXR7FN37QNHI7YFHUM75JL5

not attested not anchored not stored refs pending

Extracting Heuristics from Large Language Models for Reward Shaping in Reinforcement Learning

Amrita Bhattacharjee, Durgesh Kalwar, Huan Liu, Lin Guan, Siddhant Bhambri, Subbarao Kambhampati

arxiv:2405.15194 v2 · 2024-05-24 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{G32EXR7FN37QNHI7YFHUM75JL5}

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Record completeness

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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

A Unified Framework for Dynamic Reward Shaping in Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:17:13.461440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36f44bc7e56eff069d1fc14f467fa95f41f28a263e2dc7eabac61ce2bd75ec00

Aliases

arxiv: 2405.15194 · arxiv_version: 2405.15194v2 · doi: 10.48550/arxiv.2405.15194 · pith_short_12: G32EXR7FN37Q · pith_short_16: G32EXR7FN37QNHI7 · pith_short_8: G32EXR7F

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/G32EXR7FN37QNHI7YFHUM75JL5 \
  | 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: 36f44bc7e56eff069d1fc14f467fa95f41f28a263e2dc7eabac61ce2bd75ec00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c67764b78c984e0ccefc0d12a527fa8b104bf3a09321da942ff40a15f57bd50f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T03:53:57Z",
    "title_canon_sha256": "cf253ae106aba377fd3bfea13334bc03117b2f60ab3cf65268ec5a5bc29d9ddf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15194",
    "kind": "arxiv",
    "version": 2
  }
}