Pith Number

pith:SUDKTVIP

pith:2025:SUDKTVIPTJ7D7W5PPEOLEZOXPN

not attested not anchored not stored refs pending

Balancing optimism and pessimism in offline-to-online learning

Csaba Szepesvari, Flore Sentenac, Ilbin Lee

arxiv:2502.08259 v2 · 2025-02-12 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SUDKTVIPTJ7D7W5PPEOLEZOXPN}

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

6 papers in Pith

Stationary Robust Mean-Field Games under Model Mismatches

Offline-to-Online Learning in Linear Bandits

On the Benefits of Free Exploration for Regret Minimization in Multi-Armed Bandits

Long-Horizon Model-Based Offline Reinforcement Learning Without Explicit Conservatism

Sample-Mean Anchored Thompson Sampling for Offline-to-Online Learning with Distribution Shift

Receipt and verification

First computed	2026-07-05T10:27:25.032313Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9506a9d50f9a7e3fdbaf791cb265d77b76e0c846f851980dc9d3d5b17c4931f5

Aliases

arxiv: 2502.08259 · arxiv_version: 2502.08259v2 · doi: 10.48550/arxiv.2502.08259 · pith_short_12: SUDKTVIPTJ7D · pith_short_16: SUDKTVIPTJ7D7W5P · pith_short_8: SUDKTVIP

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/SUDKTVIPTJ7D7W5PPEOLEZOXPN \
  | 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: 9506a9d50f9a7e3fdbaf791cb265d77b76e0c846f851980dc9d3d5b17c4931f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3278fe94cf83bf6d157a9ff501ed31ff8a1efbd44f9a6661622ff48744db0b3c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T10:05:25Z",
    "title_canon_sha256": "c389cdb376f6d6835b6eaab6bd44859244c6e890e1663329137dc42a5f030dec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08259",
    "kind": "arxiv",
    "version": 2
  }
}