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Pith Number

pith:Y5POH3PW

pith:2021:Y5POH3PWYHZDIQUBU322ZF56RX
not attested not anchored not stored refs pending

Deep Reinforcement Learning at the Edge of the Statistical Precipice

Aaron Courville, Marc G. Bellemare, Max Schwarzer, Pablo Samuel Castro, Rishabh Agarwal

arxiv:2108.13264 v4 · 2021-08-30 · cs.LG · cs.AI · stat.ME · 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{Y5POH3PWYHZDIQUBU322ZF56RX}

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

9 papers in Pith

Social-spatial dependencies for learning visual navigation
Agentic AutoResearch forSpace Autonomy: An Auditable, LLM-Driven Research Agent for Aerospace Control Problems
UBP2: Uncertainty-Balanced Preference Planning for Efficient Preference-based Reinforcement Learning
One More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective
The hidden risks of temporal resampling in clinical reinforcement learning
Receipt and verification
First computed 2026-07-05T03:46:13.826451Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c75ee3edf6c1f2344281a6f5ac97be8dfef244f3beae6961b037c2f487b496db

Aliases

arxiv: 2108.13264 · arxiv_version: 2108.13264v4 · doi: 10.48550/arxiv.2108.13264 · pith_short_12: Y5POH3PWYHZD · pith_short_16: Y5POH3PWYHZDIQUB · pith_short_8: Y5POH3PW
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/Y5POH3PWYHZDIQUBU322ZF56RX \
  | 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: c75ee3edf6c1f2344281a6f5ac97be8dfef244f3beae6961b037c2f487b496db
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "4782fa0b4ff7d664b122209fee880c4fbf362ff4512eaa11b296853d77177c49",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-30T14:23:48Z",
    "title_canon_sha256": "6c829853fdb66010aa5af3f0979e859c178ef5ed6a9f2d7ad54348463f3e830e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.13264",
    "kind": "arxiv",
    "version": 4
  }
}