Pith Number

pith:TZ66E6KV

pith:2022:TZ66E6KV4PAJHEICTN6LWAJJSI

not attested not anchored not stored refs pending

Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks

Alexander Ihler, Dailin Hu, Litian Liang, Pieter Abbeel, Roy Fox, Stephen McAleer, Yaosheng Xu

arxiv:2209.07670 v1 · 2022-09-16 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TZ66E6KV4PAJHEICTN6LWAJJSI}

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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

1 paper in Pith

Effective Reinforcement Learning for Reasoning in Language Models

Receipt and verification

First computed	2026-07-05T04:58:08.454473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e7de27955e3c09391029b7cbb01299206c87350ee79720f7f91478a8ae97389

Aliases

arxiv: 2209.07670 · arxiv_version: 2209.07670v1 · doi: 10.48550/arxiv.2209.07670 · pith_short_12: TZ66E6KV4PAJ · pith_short_16: TZ66E6KV4PAJHEIC · pith_short_8: TZ66E6KV

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/TZ66E6KV4PAJHEICTN6LWAJJSI \
  | 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: 9e7de27955e3c09391029b7cbb01299206c87350ee79720f7f91478a8ae97389

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a748e9f37aa94f052753380250b9e507274077bfd1435a4c432c5c464c28e50",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-16T01:47:36Z",
    "title_canon_sha256": "3c3cf16ee65af3662af8961525c1cce321289acf35bb38cd7066a3afb56dfc6c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07670",
    "kind": "arxiv",
    "version": 1
  }
}