Pith Number

pith:SFZWMYZ6

pith:2023:SFZWMYZ62ZWI22HV2KTRSBJGX2

not attested not anchored not stored refs pending

Improve Robustness of Reinforcement Learning against Observation Perturbations via $l_\infty$ Lipschitz Policy Networks

Buqing Nie, Jingtian Ji, Yangqing Fu, Yue Gao

arxiv:2312.08751 v1 · 2023-12-14 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SFZWMYZ62ZWI22HV2KTRSBJGX2}

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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

Robust Behavior Cloning Via Global Lipschitz Regularization

Receipt and verification

First computed	2026-07-05T07:24:08.997707Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

917366633ed66c8d68f5d2a7190526beb0a3fd63e5d18a7c1a28b81e32561a6d

Aliases

arxiv: 2312.08751 · arxiv_version: 2312.08751v1 · doi: 10.48550/arxiv.2312.08751 · pith_short_12: SFZWMYZ62ZWI · pith_short_16: SFZWMYZ62ZWI22HV · pith_short_8: SFZWMYZ6

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/SFZWMYZ62ZWI22HV2KTRSBJGX2 \
  | 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: 917366633ed66c8d68f5d2a7190526beb0a3fd63e5d18a7c1a28b81e32561a6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c98ba5fb8057f6ac97c04720ae096ee7a3abb040220b990609918569fcb5039",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-14T08:57:22Z",
    "title_canon_sha256": "cf83931757d13d409fc8c7be453d2ff2238e514b5e9a3909d2e1bac022279426"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08751",
    "kind": "arxiv",
    "version": 1
  }
}