Pith Number

pith:4KTZG6FV

pith:2024:4KTZG6FV4QM7RSRIFKPKQ5PDUR

not attested not anchored not stored refs pending

Highly Efficient Self-Adaptive Reward Shaping for Reinforcement Learning

Haozhe Ma, Kuankuan Sima, Thanh Vinh Vo, Tze-Yun Leong, Zhengding Luo

arxiv:2408.03029 v4 · 2024-08-06 · 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{4KTZG6FV4QM7RSRIFKPKQ5PDUR}

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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

2 papers in Pith

Learning Process Rewards via Success Visitation Matching for Efficient RL

Occupancy Reward Shaping: Improving Credit Assignment for Offline Goal-Conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:21:22.301786Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2a79378b5e419f8ca282a9ea875e3a44db9044ad9b942b26b24149a7ad1eb62

Aliases

arxiv: 2408.03029 · arxiv_version: 2408.03029v4 · doi: 10.48550/arxiv.2408.03029 · pith_short_12: 4KTZG6FV4QM7 · pith_short_16: 4KTZG6FV4QM7RSRI · pith_short_8: 4KTZG6FV

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/4KTZG6FV4QM7RSRIFKPKQ5PDUR \
  | 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: e2a79378b5e419f8ca282a9ea875e3a44db9044ad9b942b26b24149a7ad1eb62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b86ff8fe64266e045d81fbb718a56ec06283265f22ca4e91ec97ea34540c55fb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-06T08:22:16Z",
    "title_canon_sha256": "375948f751d877f579e054e66b17f7b07f16efcc8f3e9a641f9206d59d2a4a64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.03029",
    "kind": "arxiv",
    "version": 4
  }
}