Pith Number

pith:HAIILT7S

pith:2020:HAIILT7SJJQH2OHTBBA6YNXQNJ

not attested not anchored not stored refs pending

Improving Generalization in Reinforcement Learning with Mixture Regularization

Bingyi Kang, Jiashi Feng, Jie Shao, Kaixin Wang

arxiv:2010.10814 v1 · 2020-10-21 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{HAIILT7SJJQH2OHTBBA6YNXQNJ}

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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

1 paper in Pith

Efficient Reinforcement Learning Through Adaptively Pretrained Visual Encoder

Receipt and verification

First computed	2026-07-05T01:44:54.776916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

381085cff24a607d38f30841ec36f06a641fc002fa3a5df1acbe77a02b16d9ea

Aliases

arxiv: 2010.10814 · arxiv_version: 2010.10814v1 · doi: 10.48550/arxiv.2010.10814 · pith_short_12: HAIILT7SJJQH · pith_short_16: HAIILT7SJJQH2OHT · pith_short_8: HAIILT7S

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/HAIILT7SJJQH2OHTBBA6YNXQNJ \
  | 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: 381085cff24a607d38f30841ec36f06a641fc002fa3a5df1acbe77a02b16d9ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4fcfe258cf957afd36e5ae891be0e96aedefb44aee714df206b5eeab28c649b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-21T08:12:03Z",
    "title_canon_sha256": "a045187f11c33acb16042e4867cdb992c7d2882819b56a0e366635cd557e3956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.10814",
    "kind": "arxiv",
    "version": 1
  }
}