Pith Number

pith:GYKAY2ML

pith:2024:GYKAY2MLTSKP6HAQITVTNXYROU

not attested not anchored not stored refs pending

Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF

Gokul Swamy, Jason D. Lee, Jonathan D. Chang, Kiant\'e Brantley, Wenhao Zhan, Wen Sun, Zhaolin Gao

arxiv:2410.04612 v2 · 2024-10-06 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYKAY2MLTSKP6HAQITVTNXYROU}

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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

DynSess: Dynamic Session-Level Evaluation and Optimization Framework for Role-Playing Agents

On the Sample Complexity of Differentially Private Policy Optimization

Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants

Receipt and verification

First computed	2026-07-05T10:53:12.283834Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36140c698b9c94ff1c1044eb36df11752cb66150b1eb30e6357fb4f4fff3d17e

Aliases

arxiv: 2410.04612 · arxiv_version: 2410.04612v2 · doi: 10.48550/arxiv.2410.04612 · pith_short_12: GYKAY2MLTSKP · pith_short_16: GYKAY2MLTSKP6HAQ · pith_short_8: GYKAY2ML

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/GYKAY2MLTSKP6HAQITVTNXYROU \
  | 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: 36140c698b9c94ff1c1044eb36df11752cb66150b1eb30e6357fb4f4fff3d17e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da9dbcfdd75d374eb8400374dec4c1089dd9e5b9d445a1c45bb36b6614c10c55",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-06T20:20:22Z",
    "title_canon_sha256": "a6082061c76948768760f4148193f093167937b667303dd1197ce53aee979245"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.04612",
    "kind": "arxiv",
    "version": 2
  }
}