Pith Number

pith:66JHKFWK

pith:2022:66JHKFWKZ6TCWXUSLJPWJDVGNN

not attested not anchored not stored refs pending

DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning

Donglin Wang, Hongyin Zhang, Jinxin Liu

arxiv:2203.06662 v1 · 2022-03-13 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{66JHKFWKZ6TCWXUSLJPWJDVGNN}

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

3 papers in Pith

Cross-Domain Energy-Guided Diffusion Generation for Off-Dynamics Reinforcement Learning

Target-Aligned Bellman Backup for Cross-domain Offline Reinforcement Learning

QHyer: Q-conditioned Hybrid Attention-mamba Transformer for Offline Goal-conditioned RL

Receipt and verification

First computed	2026-07-05T04:04:53.406861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7927516cacfa62b5e925a5f648ea66b5c28451891a5d09ff99c13971b5c07d1

Aliases

arxiv: 2203.06662 · arxiv_version: 2203.06662v1 · doi: 10.48550/arxiv.2203.06662 · pith_short_12: 66JHKFWKZ6TC · pith_short_16: 66JHKFWKZ6TCWXUS · pith_short_8: 66JHKFWK

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/66JHKFWKZ6TCWXUSLJPWJDVGNN \
  | 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: f7927516cacfa62b5e925a5f648ea66b5c28451891a5d09ff99c13971b5c07d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f22b227225e05f279b0f80b2960241633b5d4eee9ab450e8671fa3c2e613a5c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-13T14:30:55Z",
    "title_canon_sha256": "41f26fdd53dc2c1071a7ab1fa2590188d0d1ae6019c91ee7e84844bc029b3978"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.06662",
    "kind": "arxiv",
    "version": 1
  }
}