Pith Number

pith:HJN5HFXK

pith:2015:HJN5HFXKNQ42WWFL23GT3R7SVK

not attested not anchored not stored refs pending

How to Discount Deep Reinforcement Learning: Towards New Dynamic Strategies

Damien Ernst, Raphael Fonteneau, Vincent Fran\c{c}ois-Lavet

arxiv:1512.02011 v2 · 2015-12-07 · 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{HJN5HFXKNQ42WWFL23GT3R7SVK}

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	2026-05-18T01:22:18.170571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a5bd396ea6c39ab58abd6cd3dc7f2aa9571c6fbd848beaa4a7138a504214eec

Aliases

arxiv: 1512.02011 · arxiv_version: 1512.02011v2 · doi: 10.48550/arxiv.1512.02011 · pith_short_12: HJN5HFXKNQ42 · pith_short_16: HJN5HFXKNQ42WWFL · pith_short_8: HJN5HFXK

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/HJN5HFXKNQ42WWFL23GT3R7SVK \
  | 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: 3a5bd396ea6c39ab58abd6cd3dc7f2aa9571c6fbd848beaa4a7138a504214eec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3bae816b910e51e0b206af38b9919d20ed40289d7d4eacfa086fbf1ae3a5eec1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-12-07T12:25:18Z",
    "title_canon_sha256": "fd16d4e7fcbf9a2a970a6ca80716a739ed8a7b98662310ed1fb0e1b42237b4b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.02011",
    "kind": "arxiv",
    "version": 2
  }
}