Pith Number

pith:CB64UDTS

pith:2020:CB64UDTSHVN2HB6FSYMBVSUN6Q

not attested not anchored not stored refs pending

Learning to be Safe: Deep RL with a Safety Critic

Benjamin Eysenbach, Chelsea Finn, Jie Tan, Krishnan Srinivasan, Sehoon Ha

arxiv:2010.14603 v1 · 2020-10-27 · cs.LG · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CB64UDTSHVN2HB6FSYMBVSUN6Q}

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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

5 papers in Pith

UniIntervene: Agentic Intervention for Efficient Real-World Reinforcement Learning

SHAPO: Sharpness-Aware Policy Optimization for Safe Exploration

Analyzing Adversarial Inputs in Deep Reinforcement Learning

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Safe Continual Reinforcement Learning in Non-stationary Environments

Receipt and verification

First computed	2026-07-05T01:47:16.812960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

107dca0e723d5ba387c596181aca8df43ee220986d8437bfd7001c83db8447bf

Aliases

arxiv: 2010.14603 · arxiv_version: 2010.14603v1 · doi: 10.48550/arxiv.2010.14603 · pith_short_12: CB64UDTSHVN2 · pith_short_16: CB64UDTSHVN2HB6F · pith_short_8: CB64UDTS

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/CB64UDTSHVN2HB6FSYMBVSUN6Q \
  | 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: 107dca0e723d5ba387c596181aca8df43ee220986d8437bfd7001c83db8447bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d59d69804485cb41c1a6fa8f65c9dc67037bba4b38c167e2714ce1ba947dfd99",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-27T20:53:20Z",
    "title_canon_sha256": "4259f9175dc4a8b8fee05d1c737b12d98341d06a1e25d50c3151343c1d4c9309"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.14603",
    "kind": "arxiv",
    "version": 1
  }
}