Pith Number

pith:TLZAFEVT

pith:2023:TLZAFEVTM3KYNGP3PBOSIP6N6Y

not attested not anchored not stored refs pending

HIPODE: Enhancing Offline Reinforcement Learning with High-Quality Synthetic Data from a Policy-Decoupled Approach

Jinyi Liu, Shixi Lian, Yan Zheng, Yi Ma, Zhaopeng Meng

arxiv:2306.06329 v1 · 2023-06-10 · cs.LG

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

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\usepackage{pith}
\pithnumber{TLZAFEVTM3KYNGP3PBOSIP6N6Y}

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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

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies

Receipt and verification

First computed	2026-07-05T06:19:23.490852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9af20292b366d58699fb785d243fcdf62b3cea6b1b57f25c3565f35406dff40b

Aliases

arxiv: 2306.06329 · arxiv_version: 2306.06329v1 · doi: 10.48550/arxiv.2306.06329 · pith_short_12: TLZAFEVTM3KY · pith_short_16: TLZAFEVTM3KYNGP3 · pith_short_8: TLZAFEVT

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/TLZAFEVTM3KYNGP3PBOSIP6N6Y \
  | 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: 9af20292b366d58699fb785d243fcdf62b3cea6b1b57f25c3565f35406dff40b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "743bc691c7f768851b33f5a103fbacef1671bac7d6224ca18a30abcbbda37576",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-10T01:49:01Z",
    "title_canon_sha256": "6c56fb650b98d4164487169e01ef768a53ea0522f2d1b643de11169b4babdbab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06329",
    "kind": "arxiv",
    "version": 1
  }
}