Pith Number

pith:TGBTB2W2

pith:2025:TGBTB2W2W4WC6BBYB2AM6MU72M

not attested not anchored not stored refs pending

Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners

Aviral Kumar, Carmelo Sferrazza, Marek Cygan, Michal Nauman, Pieter Abbeel

arxiv:2505.23150 v1 · 2025-05-29 · 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{TGBTB2W2W4WC6BBYB2AM6MU72M}

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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

7 papers in Pith

When Does Non-Uniform Replay Matter in Reinforcement Learning?

FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control

What Does Flow Matching Bring To TD Learning?

Debiased Model-based Representations for Sample-efficient Continuous Control

When Does Non-Uniform Replay Matter in Reinforcement Learning?

Receipt and verification

First computed	2026-07-05T11:11:56.342217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

998330eadab72c2f04380e80cf329fd320e191d4984bfa9fa01d917cbfdf4d2c

Aliases

arxiv: 2505.23150 · arxiv_version: 2505.23150v1 · doi: 10.48550/arxiv.2505.23150 · pith_short_12: TGBTB2W2W4WC · pith_short_16: TGBTB2W2W4WC6BBY · pith_short_8: TGBTB2W2

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/TGBTB2W2W4WC6BBYB2AM6MU72M \
  | 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: 998330eadab72c2f04380e80cf329fd320e191d4984bfa9fa01d917cbfdf4d2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0827efdcd92357dc2623bccb295810cfd21885526ab1031377e04c20d5f373f3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T06:41:45Z",
    "title_canon_sha256": "93c7a6d8e9fde778087dcc5a4b572671f18b6961fe8983072712275e03b7f873"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23150",
    "kind": "arxiv",
    "version": 1
  }
}