Pith Number

pith:INIMD5NV

pith:2025:INIMD5NVLBVNFMQL2OGLDC5QN7

not attested not anchored not stored refs pending

Interpret Policies in Deep Reinforcement Learning using SILVER with RL-Guided Labeling: A Model-level Approach to High-dimensional and Multi-action Environments

Chao Chen, Liyuan Zhao, Qinyue Zhou, Su Nguyen, Yiyu Qian

arxiv:2510.19244 v3 · 2025-10-22 · 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{INIMD5NVLBVNFMQL2OGLDC5QN7}

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.

Receipt and verification

First computed	2026-07-21T01:20:38.553729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4350c1f5b5586ad2b20bd38cb18bb06fd5cbcf2d2fe9aec9781354fe7749c189

Aliases

arxiv: 2510.19244 · arxiv_version: 2510.19244v3 · doi: 10.48550/arxiv.2510.19244 · pith_short_12: INIMD5NVLBVN · pith_short_16: INIMD5NVLBVNFMQL · pith_short_8: INIMD5NV

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/INIMD5NVLBVNFMQL2OGLDC5QN7 \
  | 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: 4350c1f5b5586ad2b20bd38cb18bb06fd5cbcf2d2fe9aec9781354fe7749c189

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a164a1991a699290ddc26500933d77f430c7aec418d54f1bd7cedb5a0686edb2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-22T05:04:43Z",
    "title_canon_sha256": "8dfcf49f46ddf87426e3ea9348b78fc8c33db9f3140365fec7c7b379fe8fc7d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19244",
    "kind": "arxiv",
    "version": 3
  }
}