Pith Number

pith:JDQUNRBS

pith:2024:JDQUNRBS2JPH7WLKZGPYRMFXD7

not attested not anchored not stored refs pending

Trial and Error: Exploration-Based Trajectory Optimization for LLM Agents

Bill Yuchen Lin, Da Yin, Jie Huang, Sujian Li, Xiang Yue, Yifan Song

arxiv:2403.02502 v2 · 2024-03-04 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JDQUNRBS2JPH7WLKZGPYRMFXD7}

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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

16 papers in Pith

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

Training the Orchestrator: A Supervised Approach to End-to-End PDDL Planning with LLM Agents

OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation

HIPIF: Hierarchical Planning and Information Folding for Long-Horizon LLM Agent Learning

Agent System Operations: Categorization, Challenges, and Future Directions

Receipt and verification

First computed	2026-07-05T08:42:22.114211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48e146c432d25e7fd96ac99f88b0b71fec28c494a5bfd54017c998b9d3567cef

Aliases

arxiv: 2403.02502 · arxiv_version: 2403.02502v2 · doi: 10.48550/arxiv.2403.02502 · pith_short_12: JDQUNRBS2JPH · pith_short_16: JDQUNRBS2JPH7WLK · pith_short_8: JDQUNRBS

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/JDQUNRBS2JPH7WLKZGPYRMFXD7 \
  | 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: 48e146c432d25e7fd96ac99f88b0b71fec28c494a5bfd54017c998b9d3567cef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "197d544169098d971a027f1edc14de8266e60cd55e391dd78495357a8b6a656a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-04T21:50:29Z",
    "title_canon_sha256": "19d47eabfde1381f17fb27bd60c0f6cd6d8450ffc5a87cefce2d657239076789"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02502",
    "kind": "arxiv",
    "version": 2
  }
}