Pith Number

pith:BZMS5VXV

pith:2024:BZMS5VXVMDJ3P4V4P5WBMFCMLB

not attested not anchored not stored refs pending

Regret of exploratory policy improvement and $q$-learning

Wenpin Tang, Xun Yu Zhou

arxiv:2411.01302 v1 · 2024-11-02 · cs.LG · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZMS5VXVMDJ3P4V4P5WBMFCMLB}

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

ART for Diffusion Sampling: Continuous-Time Control and Actor-Critic Learning

ART for Diffusion Sampling: A Reinforcement Learning Approach to Timestep Schedule

Amortized Guidance for Image Inpainting with Pretrained Diffusion Models

Receipt and verification

First computed	2026-07-05T09:30:28.170900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e592ed6f560d3b7f2bc7f6c16144c584afef412ca9ae191dd97dfab8d849574

Aliases

arxiv: 2411.01302 · arxiv_version: 2411.01302v1 · doi: 10.48550/arxiv.2411.01302 · pith_short_12: BZMS5VXVMDJ3 · pith_short_16: BZMS5VXVMDJ3P4V4 · pith_short_8: BZMS5VXV

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/BZMS5VXVMDJ3P4V4P5WBMFCMLB \
  | 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: 0e592ed6f560d3b7f2bc7f6c16144c584afef412ca9ae191dd97dfab8d849574

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3d443372e00c4b74ddece37e1ec0832bc8b18c37911cc79750ce09d61966cf9",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-02T16:28:34Z",
    "title_canon_sha256": "6ddac41a2f6c68638d5da84b6787e022b8a84e547d87399a0c81636a531a66a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01302",
    "kind": "arxiv",
    "version": 1
  }
}