Pith Number

pith:6B3P3IF2

pith:2016:6B3P3IF2SWMLDHXLBIBGZEWW62

not attested not anchored not stored refs pending

On Lower Bounds for Regret in Reinforcement Learning

Benjamin Van Roy, Ian Osband

arxiv:1608.02732 v1 · 2016-08-09 · stat.ML · 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{6B3P3IF2SWMLDHXLBIBGZEWW62}

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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

Behavior-Consistent Deep Reinforcement Learning

Receipt and verification

First computed	2026-05-18T01:09:33.800856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f076fda0ba9598b19eeb0a026c92d6f6a6eda2bc9144ae3e0c1810f59f03513c

Aliases

arxiv: 1608.02732 · arxiv_version: 1608.02732v1 · doi: 10.48550/arxiv.1608.02732 · pith_short_12: 6B3P3IF2SWML · pith_short_16: 6B3P3IF2SWMLDHXL · pith_short_8: 6B3P3IF2

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/6B3P3IF2SWMLDHXLBIBGZEWW62 \
  | 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: f076fda0ba9598b19eeb0a026c92d6f6a6eda2bc9144ae3e0c1810f59f03513c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c1df11f2647d3a845e52c4cd1bf05ece59bc94f16a80e0e8f89c80f2b80c006",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-08-09T09:02:01Z",
    "title_canon_sha256": "d79177e2d93ddbb0a785578b5892224324a5a7d4d069048c31000a02497daf91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.02732",
    "kind": "arxiv",
    "version": 1
  }
}