Pith Number

pith:C7ULMUVU

pith:2025:C7ULMUVUUFQTEHJ35V7SVHHRZV

not attested not anchored not stored refs pending

An Introduction to Deep Reinforcement and Imitation Learning

Pedro Santana

arxiv:2512.08052 v3 · 2025-12-08 · cs.RO · 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{C7ULMUVUUFQTEHJ35V7SVHHRZV}

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

1 paper in Pith

Robotic Affection -- Opportunities of AI-based haptic interactions to improve social robotic touch through a multi-deep-learning approach

Receipt and verification

First computed	2026-05-20T00:01:37.602938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17e8b652b4a161321d3bed7f2a9cf1cd69e4595de3150ed5fc0fb59574659c90

Aliases

arxiv: 2512.08052 · arxiv_version: 2512.08052v3 · doi: 10.48550/arxiv.2512.08052 · pith_short_12: C7ULMUVUUFQT · pith_short_16: C7ULMUVUUFQTEHJ3 · pith_short_8: C7ULMUVU

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/C7ULMUVUUFQTEHJ35V7SVHHRZV \
  | 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: 17e8b652b4a161321d3bed7f2a9cf1cd69e4595de3150ed5fc0fb59574659c90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56dc0b8ce238d6e43a5441600fd3dab81dc559af35fd7a8a2b9eed1776b3a2c5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-12-08T21:21:01Z",
    "title_canon_sha256": "eaeb06e35b1b7cad93ff2437b3c2fcdf6389a5de7cf206eec4e18c586831c29a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.08052",
    "kind": "arxiv",
    "version": 3
  }
}