Pith Number

pith:DV2GB2SD

pith:2017:DV2GB2SDS6TGAENFDUSUI4ZUCY

not attested not anchored not stored refs pending

Reinforcement Learning with Deep Energy-Based Policies

Haoran Tang, Pieter Abbeel, Sergey Levine, Tuomas Haarnoja

arxiv:1702.08165 v2 · 2017-02-27 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DV2GB2SDS6TGAENFDUSUI4ZUCY}

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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

4 papers in Pith

Understanding Goal Generalisation in Sequential Reinforcement Learning

Neural Embedding for Physical Manipulations

Polychromic Objectives for Reinforcement Learning

Planning in entropy-regularized Markov decision processes and games

Receipt and verification

First computed	2026-05-18T00:39:46.786245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d7460ea4397a66011a51d2544733416360a8cedf0e6cd94e9a78841dc715288

Aliases

arxiv: 1702.08165 · arxiv_version: 1702.08165v2 · doi: 10.48550/arxiv.1702.08165 · pith_short_12: DV2GB2SDS6TG · pith_short_16: DV2GB2SDS6TGAENF · pith_short_8: DV2GB2SD

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/DV2GB2SDS6TGAENFDUSUI4ZUCY \
  | 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: 1d7460ea4397a66011a51d2544733416360a8cedf0e6cd94e9a78841dc715288

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "850219589e3c015b7b5a9359f19f36275fe231e3eab2a577757ddaa05530436e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-02-27T07:16:41Z",
    "title_canon_sha256": "a56bd6d19392a5a576d600fe2dd87fdd8d70fb957a236a72781171e183a2564d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.08165",
    "kind": "arxiv",
    "version": 2
  }
}