Pith Number

pith:GPJMLUMF

pith:2025:GPJMLUMFNICYT2AUGC4JAZWHDX

not attested not anchored not stored refs pending

Value-Based Deep RL Scales Predictably

Aviral Kumar, Charlie Snell, Michal Nauman, Oleh Rybkin, Pieter Abbeel, Preston Fu, Sergey Levine

arxiv:2502.04327 v2 · 2025-02-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPJMLUMFNICYT2AUGC4JAZWHDX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

When Does Non-Uniform Replay Matter in Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T11:42:53.295261Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33d2c5d1856a0589e81430b89066c71dc1e56ac171098ebd9c15d10eb5f9063c

Aliases

arxiv: 2502.04327 · arxiv_version: 2502.04327v2 · doi: 10.48550/arxiv.2502.04327 · pith_short_12: GPJMLUMFNICY · pith_short_16: GPJMLUMFNICYT2AU · pith_short_8: GPJMLUMF

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/GPJMLUMFNICYT2AUGC4JAZWHDX \
  | 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: 33d2c5d1856a0589e81430b89066c71dc1e56ac171098ebd9c15d10eb5f9063c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19f223d149443846ba6ad63d81237049d0f14903e5a642793cb09c4c5e664bce",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T18:59:47Z",
    "title_canon_sha256": "d977af2bbc6b06f092680fb67f0707a8a916ec31eb612eaa7d93a9aae5c51f32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04327",
    "kind": "arxiv",
    "version": 2
  }
}