Pith Number

pith:EYTSET24

pith:2024:EYTSET24SA7E7F4EXAX5VFHZSG

not attested not anchored not stored refs pending

Simplifying Deep Temporal Difference Learning

Bartomeu Pou, Benjamin Ellis, Ivan Masmitja, Jakob Nicolaus Foerster, Mario Martin, Matteo Gallici, Mattie Fellows

arxiv:2407.04811 v6 · 2024-07-05 · 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{EYTSET24SA7E7F4EXAX5VFHZSG}

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

12 papers in Pith

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Bridging the Gap: Enabling Soft Actor Critic for High Performance Legged Locomotion

Scalable Reinforcement Learning via Adaptive Batch Scaling

Task diversity produces systematic transfer but inhibits continual reinforcement learning

Trace-Mediated Peak Bias: Bridging Temporal Credit Assignment and Cognitive Heuristics in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:52:12.670112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2627224f5c903e4f9784b82fda94f991b45ccf8f48c2ed8c39244db623e474f6

Aliases

arxiv: 2407.04811 · arxiv_version: 2407.04811v6 · doi: 10.48550/arxiv.2407.04811 · pith_short_12: EYTSET24SA7E · pith_short_16: EYTSET24SA7E7F4E · pith_short_8: EYTSET24

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/EYTSET24SA7E7F4EXAX5VFHZSG \
  | 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: 2627224f5c903e4f9784b82fda94f991b45ccf8f48c2ed8c39244db623e474f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a092048e00099d3176b38dab36189ab3ff221c909b9eb5fed1c7503627b2b85d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-05T18:49:07Z",
    "title_canon_sha256": "434926274aeb1a57346d2b448a9dc5a7d9d364bd7d08a5342bb6e7bf40d9a57d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04811",
    "kind": "arxiv",
    "version": 6
  }
}