Pith Number

pith:FDLQ2U6P

pith:2021:FDLQ2U6PWJCO6D54DWULJNDTTZ

not attested not anchored not stored refs pending

RL for Latent MDPs: Regret Guarantees and a Lower Bound

Constantine Caramanis, Jeongyeol Kwon, Shie Mannor, Yonathan Efroni

arxiv:2102.04939 v1 · 2021-02-09 · 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{FDLQ2U6PWJCO6D54DWULJNDTTZ}

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

1 paper in Pith

Flow-based Domain Randomization for Learning and Sequencing Robotic Skills

Receipt and verification

First computed	2026-07-05T02:14:06.505361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28d70d53cfb244ef0fbc1da8b4b4739e7a0ff5d318f50b25384009e733868aa3

Aliases

arxiv: 2102.04939 · arxiv_version: 2102.04939v1 · doi: 10.48550/arxiv.2102.04939 · pith_short_12: FDLQ2U6PWJCO · pith_short_16: FDLQ2U6PWJCO6D54 · pith_short_8: FDLQ2U6P

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/FDLQ2U6PWJCO6D54DWULJNDTTZ \
  | 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: 28d70d53cfb244ef0fbc1da8b4b4739e7a0ff5d318f50b25384009e733868aa3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "654be6527e1c462576727c8c752a97e44f73801dc06a6ebd7047bff41e9fb422",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-09T16:49:58Z",
    "title_canon_sha256": "d171dc5535f7a1d443d5904c95dd8d6d7d74d89f83abba41f0c10385bca5c328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.04939",
    "kind": "arxiv",
    "version": 1
  }
}