Pith Number

pith:VXM2BKV7

pith:2018:VXM2BKV7YYCQDWWK67JZCWKQ6P

not attested not anchored not stored refs pending

Reinforcement Learning from Imperfect Demonstrations

Fisher Yu, Huazhe Xu, Ji Lin, Sergey Levine, Trevor Darrell, Yang Gao

arxiv:1802.05313 v2 · 2018-02-14 · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VXM2BKV7YYCQDWWK67JZCWKQ6P}

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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

Attentive Multi-Task Deep Reinforcement Learning

Decision Transformer: Reinforcement Learning via Sequence Modeling

When a Robot is More Capable than a Human: Learning from Constrained Demonstrators

AWAC: Accelerating Online Reinforcement Learning with Offline Datasets

Receipt and verification

First computed	2026-05-17T23:44:43.424202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

add9a0aabfc60501dacaf7d3915950f3d2833985de9603179f66430483fcf33c

Aliases

arxiv: 1802.05313 · arxiv_version: 1802.05313v2 · doi: 10.48550/arxiv.1802.05313 · pith_short_12: VXM2BKV7YYCQ · pith_short_16: VXM2BKV7YYCQDWWK · pith_short_8: VXM2BKV7

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/VXM2BKV7YYCQDWWK67JZCWKQ6P \
  | 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: add9a0aabfc60501dacaf7d3915950f3d2833985de9603179f66430483fcf33c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6ab0d1f8b0472cf8762d2099a08e135ff0c38151d379622d48a0bbad95fefba",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-02-14T20:37:38Z",
    "title_canon_sha256": "639c1af08e77f462cab2588e786eedd42118a45d66a00dd6b043ca9526f26c5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.05313",
    "kind": "arxiv",
    "version": 2
  }
}