stelioszach

stelioszach is an RL env contributor.

Role: RL env contributor

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Affiliations & profile: Semantic Scholar

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25tool contribs

Tool contributions

Calling Single RL Env (Community)

Single-turn tool-use - one tool call, one verifiable answer.

RL EnvTool Use

Calling Multiturn RL Env (Community)

Multi-turn tool-use with primitive composition.

RL EnvTool Use

Calling Debug RL Env (Community)

Debug-loop tool-calling - narrate-act-observe scaffolding.

RL EnvTool UseDebuggingCode

Single TURN RL Env (Community)

Single-turn SQL query construction with execution verification.

RL EnvSQLCode

SQL Multiturn RL Env (Community)

Multi-turn SQL query construction with execution feedback.

RL EnvSQLCode

Algebra Multiturn RL Env (Community)

Multi-turn algebra simplification with simplification-step feedback.

RL EnvMathSympy

Algebra Tools RL Env (Community)

Tool-use algebra simplification - primitive SymPy operations.

RL EnvMathSympyTool Use

MATH Algebra RL Env (Community)

Single-turn algebra simplification - SymPy-verified rewards.

RL EnvMathSympyAlgebra

Context Reasoning RL Env (Community)

Multi-hop reasoning over long documents (>10k tokens).

RL EnvLong ContextReasoning

Context Synthesis RL Env (Community)

Synthesise an answer from multiple long-document chunks.

RL EnvLong ContextSynthesis

Context Needle RL Env (Community)

Needle-in-haystack - locate a target sentence in a long document.

RL EnvLong ContextRetrieval

MINI REPO RL Env (Community)

Mini-repo refactor - multi-file repo edits with pytest verification.

RL EnvCodeRefactorMultifile

Humaneval Tools RL Env (Community)

Tool-use HumanEval - code runner + test executor primitives.

RL EnvCodeHumanevalTool Use

Humaneval Multiturn RL Env (Community)

Multi-turn HumanEval - failed tests feed back as hints.

RL EnvCodeHumaneval

CODE Humaneval RL Env (Community)

HumanEval-style code generation with unit-test pass rate as reward.

RL EnvCodeHumaneval

KNEE Reconstruction RL Env (Community)

MRI knee reconstruction from 4x-undersampled Cartesian k-space with zero-filled-IFFT baseline and conformal σ̂.

RL EnvScientific ReasoningMedical ImagingMriMedical

Reconstruction Multiturn RL Env (Community)

3-turn MRI knee reconstruction with k-space-residual feedback between turns.

RL EnvScientific ReasoningMedical ImagingMedical

Retrieval Multiturn RL Env (Community)

3-turn phase retrieval with magnitude-residual feedback between turns.

RL EnvScientific ReasoningPhase RetrievalScience

Phase Retrieval RL Env (Community)

Phase retrieval from magnitude-only Fourier measurements with Gerchberg-Saxton baseline and conformal σ̂.

RL EnvScientific ReasoningPhase RetrievalInverse ProblemsScience

Simplified Multiturn RL Env (Community)

3-turn CT reconstruction with FBP-domain residual feedback.

RL EnvScientific ReasoningMedical ImagingMedical

CT Simplified RL Env (Community)

2D parallel-beam CT (phantom or real LoDoPaB slices via use_real_data).

RL EnvScientific ReasoningMedical ImagingCtMedical

Div2k X 4 RL Env (Community)

4× single-image super-resolution with a bicubic baseline.

RL EnvScientific ReasoningSuper ResolutionImagingScience

Recovery Tools RL Env (Community)

Tool-use sparse Fourier recovery - primitive composition (fft, ifft, threshold, compute_residual, sparsity_norm). No solver oracle.

RL EnvScientific ReasoningTool UseInverse ProblemsScience

Recovery Multiturn RL Env (Community)

3-turn sparse Fourier recovery with residual feedback between turns.

RL EnvScientific ReasoningInverse ProblemsScience

Fourier Recovery RL Env (Community)

1D sparse Fourier recovery with OMP baseline and conformal σ̂.

RL EnvScientific ReasoningInverse ProblemsConformalScience

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