Pith Number

pith:2XVZG3CN

pith:2020:2XVZG3CNASABWLXGNQMLYXORF7

not attested not anchored not stored refs pending

What About Inputing Policy in Value Function: Policy Representation and Policy-extended Value Function Approximator

Changmin Yu, Chen Chen, Daniel Graves, Dong Li, Hangyu Mao, Hongyao Tang, Jianye Hao, Li Wang, Wenyuan Tao, Wulong Liu, Yaodong Yang, Zhaopeng Meng

arxiv:2010.09536 v4 · 2020-10-19 · 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{2XVZG3CNASABWLXGNQMLYXORF7}

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	2026-07-05T03:41:15.662750Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5eb936c4d04801b2ee66c18bc5dd12feb146f35b6d2e14f55cd57e0ba2a0405

Aliases

arxiv: 2010.09536 · arxiv_version: 2010.09536v4 · doi: 10.48550/arxiv.2010.09536 · pith_short_12: 2XVZG3CNASAB · pith_short_16: 2XVZG3CNASABWLXG · pith_short_8: 2XVZG3CN

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/2XVZG3CNASABWLXGNQMLYXORF7 \
  | 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: d5eb936c4d04801b2ee66c18bc5dd12feb146f35b6d2e14f55cd57e0ba2a0405

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b5f73af98127f7bf929c02b7e0182a7c05aa12ccc465ae9e89c68e6dce90c43d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-19T14:09:18Z",
    "title_canon_sha256": "46f7d1f39a0d3a8708b41ba25f54b230887dadc41facd26b67c6d0763973b177"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09536",
    "kind": "arxiv",
    "version": 4
  }
}