Pith Number

pith:MW64X7SS

pith:2024:MW64X7SSOBIRZBR3EA5DQMUQSH

not attested not anchored not stored refs pending

Performative Reinforcement Learning in Gradually Shifting Environments

Ben Rank, Debmalya Mandal, Goran Radanovic, Stelios Triantafyllou

arxiv:2402.09838 v2 · 2024-02-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MW64X7SSOBIRZBR3EA5DQMUQSH}

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

1 paper in Pith

DSADF: Thinking Fast and Slow for Decision Making

Receipt and verification

First computed	2026-07-05T08:25:31.984278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65bdcbfe5270511c863b203a38329091f8daeb5ca149f538ec47e0f9527bf103

Aliases

arxiv: 2402.09838 · arxiv_version: 2402.09838v2 · doi: 10.48550/arxiv.2402.09838 · pith_short_12: MW64X7SSOBIR · pith_short_16: MW64X7SSOBIRZBR3 · pith_short_8: MW64X7SS

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/MW64X7SSOBIRZBR3EA5DQMUQSH \
  | 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: 65bdcbfe5270511c863b203a38329091f8daeb5ca149f538ec47e0f9527bf103

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9c7ee36fb3e4006c40c7cf9e7afb5901842e75641bee21e58001d8a889cf534",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-15T10:00:13Z",
    "title_canon_sha256": "fc71aa3316b1bf28874419c0aa90785f24bca0f9bdfd41d5ff7a94332201e35c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09838",
    "kind": "arxiv",
    "version": 2
  }
}