Pith Number

pith:IVQEY3YU

pith:2015:IVQEY3YUYJZL2EHSQA6L3FW6SJ

not attested not anchored not stored refs pending

Trust Region Policy Optimization

John Schulman, Michael I. Jordan, Philipp Moritz, Pieter Abbeel, Sergey Levine

arxiv:1502.05477 v5 · 2015-02-19 · 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{IVQEY3YUYJZL2EHSQA6L3FW6SJ}

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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

20 papers in Pith

Temporal Transfer Learning for Traffic Optimization with Coarse-grained Advisory Autonomy

Towards Safe and Robust Autonomous Vehicle Platooning: A Self-Organizing Cooperative Control Framework

Goal-Conditioned Decision Transformer for Multi-Goal Offline Reinforcement Learning

An Information-Geometric Approach to Artificial Curiosity

Reinforcement Learning-based Control via Y-wise Affine Neural Networks (YANNs)

Receipt and verification

First computed	2026-05-18T00:46:02.904977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45604c6f14c272bd10f2803cbd96de926b87a9f7c1f66482425cc4a82f8d5a2f

Aliases

arxiv: 1502.05477 · arxiv_version: 1502.05477v5 · doi: 10.48550/arxiv.1502.05477 · pith_short_12: IVQEY3YUYJZL · pith_short_16: IVQEY3YUYJZL2EHS · pith_short_8: IVQEY3YU

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/IVQEY3YUYJZL2EHSQA6L3FW6SJ \
  | 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: 45604c6f14c272bd10f2803cbd96de926b87a9f7c1f66482425cc4a82f8d5a2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b40778b0e01a0bac6fc7f67f1bb23ef7affec61a5861fec6cbf8679733aa488f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-02-19T06:44:25Z",
    "title_canon_sha256": "b60dc0f59dcb0084c59dd62e514ae98c5367cb138d520229a2682bc708634d40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1502.05477",
    "kind": "arxiv",
    "version": 5
  }
}