Pith Number

pith:DFYHX5GH

pith:2020:DFYHX5GHCR66W5YMJGGOXNETC6

not attested not anchored not stored refs pending

Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning

Aviral Kumar, Dibya Ghosh, Rishabh Agarwal, Sergey Levine

arxiv:2010.14498 v2 · 2020-10-27 · 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{DFYHX5GHCR66W5YMJGGOXNETC6}

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

4 papers in Pith

Don't Let Gains FADE: Breaking Down Policy Gradient Weights in RL

Activation Function Design Sustains Plasticity in Continual Learning

One Step Diffusion via Shortcut Models

Beyond Single-Model Optimization: Preserving Plasticity in Continual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:25:11.166812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19707bf4c7147deb770c498cebb49317b295e7ad543b1c7832dde18efc77ba16

Aliases

arxiv: 2010.14498 · arxiv_version: 2010.14498v2 · doi: 10.48550/arxiv.2010.14498 · pith_short_12: DFYHX5GHCR66 · pith_short_16: DFYHX5GHCR66W5YM · pith_short_8: DFYHX5GH

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/DFYHX5GHCR66W5YMJGGOXNETC6 \
  | 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: 19707bf4c7147deb770c498cebb49317b295e7ad543b1c7832dde18efc77ba16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b44d2662f14508bc7f2d4d3cd5106ae418a15100916f7fac8703dd85c2c6dd37",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-27T17:55:16Z",
    "title_canon_sha256": "51b9face8b8993c0c48601694f0a9aa4e114bffa44e54e415429912b3b98e5b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.14498",
    "kind": "arxiv",
    "version": 2
  }
}