Pith Number

pith:DWTHHOPR

pith:2023:DWTHHOPRO6UHEZD7LUGOL66ZMA

not attested not anchored not stored refs pending

Online Reinforcement Learning in Non-Stationary Context-Driven Environments

Arash Nasr-Esfahany, Malte Schwarzkopf, Mohammad Alizadeh, Pouya Hamadanian, Siddartha Sen

arxiv:2302.02182 v4 · 2023-02-04 · 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{DWTHHOPRO6UHEZD7LUGOL66ZMA}

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

2 papers in Pith

RASP-Tuner: Retrieval-Augmented Soft Prompts for Context-Aware Black-Box Optimization in Non-Stationary Environments

Efficient Preference Poisoning Attack on Offline RLHF

Receipt and verification

First computed	2026-07-05T10:41:43.946567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1da673b9f177a872647f5d0ce5fbd9602e0d5e2e46bb90c71d2e8a09c6285811

Aliases

arxiv: 2302.02182 · arxiv_version: 2302.02182v4 · doi: 10.48550/arxiv.2302.02182 · pith_short_12: DWTHHOPRO6UH · pith_short_16: DWTHHOPRO6UHEZD7 · pith_short_8: DWTHHOPR

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/DWTHHOPRO6UHEZD7LUGOL66ZMA \
  | 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: 1da673b9f177a872647f5d0ce5fbd9602e0d5e2e46bb90c71d2e8a09c6285811

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a9e1f546b2966c3110aa6c214c4423b4d8b35d13cbdccbcb8bfffeced9f3593",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-04T15:31:19Z",
    "title_canon_sha256": "2bc871371c019269497d218b3ba8faa04d18a6fce3d45fb66c328006e8ecb6f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02182",
    "kind": "arxiv",
    "version": 4
  }
}