Pith Number

pith:RRXT52GS

pith:2025:RRXT52GSJ3KWC4YFLNP4FT443U

not attested not anchored not stored refs pending

Prompt-Tuning Bandits: Enabling Few-Shot Generalization for Efficient Multi-Task Offline RL

Finn Rietz, Lele Cao, Oleg Smirnov, Sara Karimi

arxiv:2502.06358 v3 · 2025-02-10 · 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{RRXT52GSJ3KWC4YFLNP4FT443U}

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.

Receipt and verification

First computed	2026-07-05T11:39:07.586877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c6f3ee8d24ed56173055b5fc2cf9cdd2b33f329b3631c59b8be563c19072eed

Aliases

arxiv: 2502.06358 · arxiv_version: 2502.06358v3 · doi: 10.48550/arxiv.2502.06358 · pith_short_12: RRXT52GSJ3KW · pith_short_16: RRXT52GSJ3KWC4YF · pith_short_8: RRXT52GS

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/RRXT52GSJ3KWC4YFLNP4FT443U \
  | 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: 8c6f3ee8d24ed56173055b5fc2cf9cdd2b33f329b3631c59b8be563c19072eed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "630f2b452aba73681135c59899db8292c8c00cece8c008c3af58d53be17ddb16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T11:20:10Z",
    "title_canon_sha256": "220dd92196f97c6f6be7d6bd034d34c6bf128663795a74a2f52e318bbd2aff8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06358",
    "kind": "arxiv",
    "version": 3
  }
}