Pith Number

pith:UY2SFVGC

pith:2020:UY2SFVGCZL2DJSOMICOTECNFHT

not attested not anchored not stored refs pending

Model-Augmented Actor-Critic: Backpropagating through Paths

Ignasi Clavera, Pieter Abbeel, Violet Fu

arxiv:2005.08068 v1 · 2020-05-16 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UY2SFVGCZL2DJSOMICOTECNFHT}

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.

Cited by

2 papers in Pith

Solving Markov Decision Processes with Future Information via MPC

GradMAP: Gradient-Based Multi-Agent Proximal Learning for Grid-Edge Flexibility

Receipt and verification

First computed	2026-07-05T01:03:27.707668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a63522d4c2caf434c9cc409d3209a53cda7f14411770e3230006b12cd6b1d469

Aliases

arxiv: 2005.08068 · arxiv_version: 2005.08068v1 · doi: 10.48550/arxiv.2005.08068 · pith_short_12: UY2SFVGCZL2D · pith_short_16: UY2SFVGCZL2DJSOM · pith_short_8: UY2SFVGC

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/UY2SFVGCZL2DJSOMICOTECNFHT \
  | 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: a63522d4c2caf434c9cc409d3209a53cda7f14411770e3230006b12cd6b1d469

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fae3f2b3d63ae0a8fa5652e11f7f5d00f3adc9dbb102d0899f9cd939becfcef9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-16T19:18:10Z",
    "title_canon_sha256": "7cd7980cc31e8c80c19934b57c0b20f32f101b29f76c6a1fafb078284b2480bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.08068",
    "kind": "arxiv",
    "version": 1
  }
}