Pith Number

pith:D3U5FC6D

pith:2024:D3U5FC6DA7BQGKFTZ77VUJ4WGR

not attested not anchored not stored refs pending

Improving Deep Reinforcement Learning by Reducing the Chain Effect of Value and Policy Churn

Glen Berseth, Hongyao Tang

arxiv:2409.04792 v2 · 2024-09-07 · 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{D3U5FC6DA7BQGKFTZ77VUJ4WGR}

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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

3 papers in Pith

FastDSAC: Enhancing Policy Plasticity via Constrained Exploration for Scalable Humanoid Locomotion

Approximate Next Policy Sampling: Replacing Conservative Target Policy Updates in Deep RL

Receipt and verification

First computed	2026-07-05T09:47:34.586282Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ee9d28bc307c30328b3cfff5a2796344286843fa4bc69c4b7534c7197a0fe14

Aliases

arxiv: 2409.04792 · arxiv_version: 2409.04792v2 · doi: 10.48550/arxiv.2409.04792 · pith_short_12: D3U5FC6DA7BQ · pith_short_16: D3U5FC6DA7BQGKFT · pith_short_8: D3U5FC6D

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/D3U5FC6DA7BQGKFTZ77VUJ4WGR \
  | 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: 1ee9d28bc307c30328b3cfff5a2796344286843fa4bc69c4b7534c7197a0fe14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ad03741ff38140080c7f45498d673fca20b5cbc7e21a09d768c325b0715c3b1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-07T11:08:20Z",
    "title_canon_sha256": "1ac04059b861fabf27bcf377f321721f9198916aced1f84af5c266ff0ebfe779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04792",
    "kind": "arxiv",
    "version": 2
  }
}