Pith Number

pith:KMLH27CP

pith:2016:KMLH27CPANLDXMJMWSLPPFBN2E

not attested not anchored not stored refs pending

Learning to Perform Physics Experiments via Deep Reinforcement Learning

Misha Denil, Nando de Freitas, Peter Battaglia, Pulkit Agrawal, Tejas D Kulkarni, Tom Erez

arxiv:1611.01843 v3 · 2016-11-06 · stat.ML · cs.AI · cs.CV · cs.LG · cs.NE · physics.soc-ph

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

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

Learning What Matters: Adaptive Information-Theoretic Objectives for Robot Exploration

Receipt and verification

First computed	2026-05-18T00:37:52.748076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53167d7c4f03563bb12cb496f7942dd10606a3d3b75035522466a8149152269a

Aliases

arxiv: 1611.01843 · arxiv_version: 1611.01843v3 · doi: 10.48550/arxiv.1611.01843 · pith_short_12: KMLH27CPANLD · pith_short_16: KMLH27CPANLDXMJM · pith_short_8: KMLH27CP

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/KMLH27CPANLDXMJMWSLPPFBN2E \
  | 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: 53167d7c4f03563bb12cb496f7942dd10606a3d3b75035522466a8149152269a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a1081b8e6afeafbf67e14f32be0d0eeeac4d97e02e6426900b59f88094858bd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "cs.NE",
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-11-06T20:55:19Z",
    "title_canon_sha256": "f70568a36fa0ee68a652919c10961cf407d28a89bc8f5ff3b7f08fd53f5174da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.01843",
    "kind": "arxiv",
    "version": 3
  }
}