Pith Number

pith:O2VNFUCP

pith:2021:O2VNFUCPHP55OI3YTGRL4Q7M32

not attested not anchored not stored refs pending

Offline Reinforcement Learning with Value-based Episodic Memory

Bin Liang, Chongjie Zhang, Hao Hu, Jun Yang, Qianchuan Zhao, Qihan Liu, Xiaoteng Ma, Yiqin Yang

arxiv:2110.09796 v1 · 2021-10-19 · 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{O2VNFUCPHP55OI3YTGRL4Q7M32}

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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

OPRIDE: Offline Preference-based Reinforcement Learning via In-Dataset Exploration

Receipt and verification

First computed	2026-07-05T03:23:59.251080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76aad2d04f3bfbd7237899a2be43ecdea3d235cac767d45d6461dc1b0ef8476a

Aliases

arxiv: 2110.09796 · arxiv_version: 2110.09796v1 · doi: 10.48550/arxiv.2110.09796 · pith_short_12: O2VNFUCPHP55 · pith_short_16: O2VNFUCPHP55OI3Y · pith_short_8: O2VNFUCP

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/O2VNFUCPHP55OI3YTGRL4Q7M32 \
  | 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: 76aad2d04f3bfbd7237899a2be43ecdea3d235cac767d45d6461dc1b0ef8476a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54e14cd87c6c685aadb5d6a97eab7240b00c51e4be0e64228a686fc5dac706c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-19T08:20:11Z",
    "title_canon_sha256": "db7e3a793eb8c07629b6153164565d89fa10376cc10e8c4390b3e5feb7bf989b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.09796",
    "kind": "arxiv",
    "version": 1
  }
}