Pith Number

pith:TIXCOYNH

pith:2025:TIXCOYNHE7YB7V6RCGZ4OGPWJA

not attested not anchored not stored refs pending

Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents

Jiacai Liu, Jiawei Wang, Ke Wang, Lin Zhang, Xintao Wang, Yang Wang, Yingru Li, Yuan Lin, Yuqian Fu, Yu Yue

arxiv:2509.09265 v1 · 2025-09-11 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{TIXCOYNHE7YB7V6RCGZ4OGPWJA}

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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

Semantic Consistency Policy Optimization for Reinforcement Learning of LLM Agents

Skill1: Unified Evolution of Skill-Augmented Agents via Reinforcement Learning

ResRL: Boosting LLM Reasoning via Negative Sample Projection Residual Reinforcement Learning

AEM: Adaptive Entropy Modulation for Multi-Turn Agentic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T12:09:32.755249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a2e2761a727f01fd7d111b3c719f6483e60e2aecb02764a7bd84c0aa2ecd824

Aliases

arxiv: 2509.09265 · arxiv_version: 2509.09265v1 · doi: 10.48550/arxiv.2509.09265 · pith_short_12: TIXCOYNHE7YB · pith_short_16: TIXCOYNHE7YB7V6R · pith_short_8: TIXCOYNH

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/TIXCOYNHE7YB7V6RCGZ4OGPWJA \
  | 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: 9a2e2761a727f01fd7d111b3c719f6483e60e2aecb02764a7bd84c0aa2ecd824

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8365a2c704d6f63c4ee5ba4203337c2540a69b986f85b326e1febeedfb1e5a64",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-11T08:50:01Z",
    "title_canon_sha256": "3e797667fc2ee02d7b2d2f1329f8f7c5c553f2c41b3fe190600bf466c81659b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.09265",
    "kind": "arxiv",
    "version": 1
  }
}