Pith Number

pith:J5YDRWET

pith:2025:J5YDRWETAHAX4WKTC3QQVCVVWT

not attested not anchored not stored refs pending

A Finite Sample Analysis of Distributional TD Learning with Linear Function Approximation

Kaicheng Jin, Liangyu Zhang, Yang Peng, Zhihua Zhang

arxiv:2502.14172 v2 · 2025-02-20 · stat.ML · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J5YDRWETAHAX4WKTC3QQVCVVWT}

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

3 papers in Pith

Statistical Efficiency and Inference of Quantile Distributional Reinforcement Learning

Quotient-Categorical Representations for Bellman-Compatible Average-Reward Distributional Reinforcement Learning

A Finite-Iteration Theory for Asynchronous Categorical Distributional Temporal-Difference Learning

Receipt and verification

First computed	2026-07-05T11:02:18.275262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f7038d89301c17e595316e10a8ab5b4db2640e14ac4e08c0a38beacb97c0f92

Aliases

arxiv: 2502.14172 · arxiv_version: 2502.14172v2 · doi: 10.48550/arxiv.2502.14172 · pith_short_12: J5YDRWETAHAX · pith_short_16: J5YDRWETAHAX4WKT · pith_short_8: J5YDRWET

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/J5YDRWETAHAX4WKTC3QQVCVVWT \
  | 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: 4f7038d89301c17e595316e10a8ab5b4db2640e14ac4e08c0a38beacb97c0f92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3b15b1aa3cb3036118440991d2b7541cdac1fcb34bf3f9b2506a44453844d23",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-20T00:53:22Z",
    "title_canon_sha256": "3d7d8da93cb5cbf28b282603e08d529885da93d9afa3069d4bc4d9cca5f35be9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14172",
    "kind": "arxiv",
    "version": 2
  }
}