Pith Number

pith:IVNCGYH4

pith:2020:IVNCGYH4A2HWN6UP5N34R7ODS3

not attested not anchored not stored refs pending

On Function Approximation in Reinforcement Learning: Optimism in the Face of Large State Spaces

Chi Jin, Mengdi Wang, Michael I. Jordan, Zhaoran Wang, Zhuoran Yang

arxiv:2011.04622 v2 · 2020-11-09 · cs.LG · cs.AI · math.OC · math.ST · stat.ML · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IVNCGYH4A2HWN6UP5N34R7ODS3}

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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

2 papers in Pith

Infinite-Dimensional Spherical Kernel ridge Regression

Improved Model-based Reinforcement Learning with Smooth Kernels

Receipt and verification

First computed	2026-07-05T02:02:56.886427Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

455a2360fc068f66fa8feb77c8fdc396c3ec55204ddb17d5158787e8d7df621e

Aliases

arxiv: 2011.04622 · arxiv_version: 2011.04622v2 · doi: 10.48550/arxiv.2011.04622 · pith_short_12: IVNCGYH4A2HW · pith_short_16: IVNCGYH4A2HWN6UP · pith_short_8: IVNCGYH4

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/IVNCGYH4A2HWN6UP5N34R7ODS3 \
  | 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: 455a2360fc068f66fa8feb77c8fdc396c3ec55204ddb17d5158787e8d7df621e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8a0e319a58fd4ebeabd0c38c9225fa7f052d5f5daa59e14fdd1be2164d2c5af",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-09T18:32:22Z",
    "title_canon_sha256": "20da91304d141aa9d787afeaac21fc2794057ce04fe72952e88d97a329aa15a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.04622",
    "kind": "arxiv",
    "version": 2
  }
}