Pith Number

pith:2BYMIE6M

pith:2014:2BYMIE6MHEDY6GKSSOGJIWG4XU

not attested not anchored not stored refs pending

Proximal Reinforcement Learning: A New Theory of Sequential Decision Making in Primal-Dual Spaces

Bo Liu, Ian Gemp, Ji Liu, Nicholas Jacek, Philip Thomas, Sridhar Mahadevan, Steve Giguere, Will Dabney

arxiv:1405.6757 v1 · 2014-05-26 · 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{2BYMIE6MHEDY6GKSSOGJIWG4XU}

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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

Entropic Regularization of Markov Decision Processes

Receipt and verification

First computed	2026-05-18T02:51:00.400703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d070c413cc39078f1952938c9458dcbd2dca8c16c74a4ac05f26217c9d6498b7

Aliases

arxiv: 1405.6757 · arxiv_version: 1405.6757v1 · doi: 10.48550/arxiv.1405.6757 · pith_short_12: 2BYMIE6MHEDY · pith_short_16: 2BYMIE6MHEDY6GKS · pith_short_8: 2BYMIE6M

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/2BYMIE6MHEDY6GKSSOGJIWG4XU \
  | 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: d070c413cc39078f1952938c9458dcbd2dca8c16c74a4ac05f26217c9d6498b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "560dc58191616637ccfb02773df3ec6d110a7363240a447df32793003141c985",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2014-05-26T23:11:40Z",
    "title_canon_sha256": "ce9944de280a2346d6f7dde493aa106800a9d884825631732fb39c8abdbf73a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1405.6757",
    "kind": "arxiv",
    "version": 1
  }
}