Pith Number

pith:GRKZZCHM

pith:2025:GRKZZCHM3GBTV27BLBYOFP2GFW

not attested not anchored not stored refs pending

On a few pitfalls in KL divergence gradient estimation for RL

R\'emi Munos, Yunhao Tang

arxiv:2506.09477 v1 · 2025-06-11 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{GRKZZCHM3GBTV27BLBYOFP2GFW}

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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

10 papers in Pith

Neglected Free Lunch from Post-training: Progress Advantage for LLM Agents

Local Guidance, Global Impact: Gaussian-Reshaped Trust Region Unlocks Behavior Transitions

OPD+: Rethinking the Advantage Design for On-Policy Distillation

GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation

Receipt and verification

First computed	2026-07-05T11:19:38.098019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34559c88ecd9833aebe15870e2bf462dbf122dec835bf9473b66f47221b18908

Aliases

arxiv: 2506.09477 · arxiv_version: 2506.09477v1 · doi: 10.48550/arxiv.2506.09477 · pith_short_12: GRKZZCHM3GBT · pith_short_16: GRKZZCHM3GBTV27B · pith_short_8: GRKZZCHM

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/GRKZZCHM3GBTV27BLBYOFP2GFW \
  | 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: 34559c88ecd9833aebe15870e2bf462dbf122dec835bf9473b66f47221b18908

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a7599b9b7d34147b9309f65bc68a792411ebb5d08cd8d345f54cf632f998754",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-11T07:43:33Z",
    "title_canon_sha256": "6c78758f18bf3aa728d29202a98dd54c5f828170f170827e0bb81678e6882307"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09477",
    "kind": "arxiv",
    "version": 1
  }
}