Pith Number

pith:GNISDVH6

pith:2020:GNISDVH6CSTB2OOPGEHY5PGAVG

not attested not anchored not stored refs pending

Learning Invariant Representations for Reinforcement Learning without Reconstruction

Amy Zhang, Roberto Calandra, Rowan McAllister, Sergey Levine, Yarin Gal

arxiv:2006.10742 v2 · 2020-06-18 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNISDVH6CSTB2OOPGEHY5PGAVG}

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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

13 papers in Pith

BiPACE: Bisimulation-Guided Policy Optimization with Action Counterfactual Estimation for LLM Agents

Beyond Next-Observation Prediction: Agent-Authored World Modeling for Sequential Decision Making

Direct Advantage Estimation for Scalable and Sample-efficient Deep Reinforcement Learning

Learning Object Manipulation from Scratch via Contrastive Interaction

Textual Belief States for World Models: Identifiable Representation Learning Under Strict Mediation

Receipt and verification

First computed	2026-07-05T02:29:53.895227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

335121d4fe14a61d39cf310f8ebcc0a991f3a778ee441946d0c5a904a0d8b906

Aliases

arxiv: 2006.10742 · arxiv_version: 2006.10742v2 · doi: 10.48550/arxiv.2006.10742 · pith_short_12: GNISDVH6CSTB · pith_short_16: GNISDVH6CSTB2OOP · pith_short_8: GNISDVH6

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/GNISDVH6CSTB2OOPGEHY5PGAVG \
  | 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: 335121d4fe14a61d39cf310f8ebcc0a991f3a778ee441946d0c5a904a0d8b906

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5ac723821cb6a676c5c71cebe424405b557d833465d3d68e61423a2e655c118",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-18T17:59:35Z",
    "title_canon_sha256": "5e5ff642737d2bdf07fa74bc0977ccc9c561b3037b03e381f6dc044c89a81aa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.10742",
    "kind": "arxiv",
    "version": 2
  }
}