Staleness Handling
Cross-source consensus on Staleness Handling from 1 sources and 6 claims.
1 sources · 6 claims
How it works
Benefits
Risks & contraindications
Comparisons
Highlighted claims
- Artifact staleness arises because queued intermediate results may have been produced from older artifact-pool versions. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
- Queue items carry an artifact-pool version so FlashEvolve can compare item age against the current pool version. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
- Reflective Async inspects stale items and intervening pool updates to accept, patch, or discard them. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
- Full Async maximizes throughput by allowing all items to continue but can admit outdated updates into the pool. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
- Guarded Async discards items whose version gap exceeds a threshold, trading reduced staleness for wasted generated tokens. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration
- Reflective Async achieved the best evolution efficiency in IFBench ablations. — FlashEvolve: Accelerating Agent Self-Evolution with Asynchronous Stage Orchestration