Pith Number

pith:H5DKWJAF

pith:2022:H5DKWJAFG6D7FBBIMWNAEWPNW7

not attested not anchored not stored refs pending

Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations

Cong Lu, Jack Parker-Holder, Michael A. Osborne, Philip J. Ball, Tim G. J. Rudner, Yee Whye Teh

arxiv:2206.04779 v3 · 2022-06-09 · cs.LG · cs.AI · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H5DKWJAFG6D7FBBIMWNAEWPNW7}

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

VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation

Reinforcing VLAs in Task-Agnostic World Models

Receipt and verification

First computed	2026-07-05T06:28:13.348571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f46ab24053787f28428659a0259edb7fda40404c4d193bce278effd4886a1ec

Aliases

arxiv: 2206.04779 · arxiv_version: 2206.04779v3 · doi: 10.48550/arxiv.2206.04779 · pith_short_12: H5DKWJAFG6D7 · pith_short_16: H5DKWJAFG6D7FBBI · pith_short_8: H5DKWJAF

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/H5DKWJAFG6D7FBBIMWNAEWPNW7 \
  | 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: 3f46ab24053787f28428659a0259edb7fda40404c4d193bce278effd4886a1ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "841ee9660083b9c55733b38d4ab9ab8a205dae563465fe4cd73c011d7fdf5e14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-09T22:08:47Z",
    "title_canon_sha256": "5c0a0df5e94452d1d5b6abeb214c5d1280286024c1f014b19cd1d84e007c070e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04779",
    "kind": "arxiv",
    "version": 3
  }
}