Pith Number

pith:M75D7QOJ

pith:2024:M75D7QOJDRYTQC7IBVLBIJT3C4

not attested not anchored not stored refs pending

Is Value Learning Really the Main Bottleneck in Offline RL?

Aviral Kumar, Kevin Frans, Seohong Park, Sergey Levine

arxiv:2406.09329 v2 · 2024-06-13 · 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{M75D7QOJDRYTQC7IBVLBIJT3C4}

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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

Abstraction for Offline Goal-Conditioned Reinforcement Learning

BiTrajDiff: Bidirectional Trajectory Generation with Diffusion Models for Offline Reinforcement Learning

Intention-Conditioned Flow Occupancy Models

What Does Flow Matching Bring To TD Learning?

Multi-scale Predictive Representations for Goal-conditioned Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:27:23.131608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67fa3fc1c91c71380be80d5614267b1700893e99ccd7cdac14ed0489ca962e81

Aliases

arxiv: 2406.09329 · arxiv_version: 2406.09329v2 · doi: 10.48550/arxiv.2406.09329 · pith_short_12: M75D7QOJDRYT · pith_short_16: M75D7QOJDRYTQC7I · pith_short_8: M75D7QOJ

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/M75D7QOJDRYTQC7IBVLBIJT3C4 \
  | 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: 67fa3fc1c91c71380be80d5614267b1700893e99ccd7cdac14ed0489ca962e81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7762047576fc991a3b0f904dc86bd0112aa2969fa1efb7198cbb48355a161cf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-13T17:07:49Z",
    "title_canon_sha256": "96bf3addbff70c662825aacc1463d253333fe5bf3fef592cc0e696222a7d45ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09329",
    "kind": "arxiv",
    "version": 2
  }
}