Pith Number

pith:QJX7FKFG

pith:2020:QJX7FKFG35WYRHUMMUMBYRM5CQ

not attested not anchored not stored refs pending

POMO: Policy Optimization with Multiple Optima for Reinforcement Learning

Byoungjip Kim, Iljoo Yoon, Jinho Choo, Seungjai Min, Yeong-Dae Kwon, Youngjune Gwon

arxiv:2010.16011 v3 · 2020-10-30 · 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{QJX7FKFG35WYRHUMMUMBYRM5CQ}

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.

Receipt and verification

First computed	2026-07-05T02:57:10.929989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

826ff2a8a6df6d889e8c65181c459d14039825e0c23f4ebbbd78adc5020a9495

Aliases

arxiv: 2010.16011 · arxiv_version: 2010.16011v3 · doi: 10.48550/arxiv.2010.16011 · pith_short_12: QJX7FKFG35WY · pith_short_16: QJX7FKFG35WYRHUM · pith_short_8: QJX7FKFG

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/QJX7FKFG35WYRHUMMUMBYRM5CQ \
  | 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: 826ff2a8a6df6d889e8c65181c459d14039825e0c23f4ebbbd78adc5020a9495

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e609fdc38e468fdc840e5986df78d868014d396e6482d23dd2faff090d3e88ef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-30T00:57:50Z",
    "title_canon_sha256": "cff7e9db7096af0a5e1a3341a6066f014d740ef78ee1e251fc87698f1b3710a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.16011",
    "kind": "arxiv",
    "version": 3
  }
}